{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Global Optimization (SHGO)\n",
    "\n",
    "SHGO stands for Simplicial Homology Global Optimization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optiland import optic, optimization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a starting lens:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lens = optic.Optic()\n",
    "\n",
    "# add surfaces\n",
    "lens.add_surface(index=0, thickness=60)\n",
    "lens.add_surface(index=1, thickness=7, radius=50, material=\"N-SF2\")\n",
    "lens.add_surface(index=2, thickness=15, radius=100)\n",
    "lens.add_surface(index=3, thickness=15, is_stop=True)\n",
    "lens.add_surface(index=4, thickness=7, radius=-85, material=\"BK7\")\n",
    "lens.add_surface(index=5, thickness=100, radius=-66)\n",
    "lens.add_surface(index=6)\n",
    "\n",
    "# set aperture\n",
    "lens.set_aperture(aperture_type=\"EPD\", value=15)\n",
    "\n",
    "# add field\n",
    "lens.set_field_type(field_type=\"angle\")\n",
    "lens.add_field(y=0)\n",
    "lens.add_field(y=10)\n",
    "lens.add_field(y=15)\n",
    "\n",
    "# add wavelength\n",
    "lens.add_wavelength(value=0.55, is_primary=True)\n",
    "\n",
    "# draw lens\n",
    "lens.draw(num_rays=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define optimization problem:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "problem = optimization.OptimizationProblem()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add operands (targets for optimization):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# RMS spot size target\n",
    "for field in lens.fields.get_field_coords():\n",
    "    input_data = {\n",
    "        \"optic\": lens,\n",
    "        \"Hx\": field[0],\n",
    "        \"Hy\": field[1],\n",
    "        \"surface_number\": -1,\n",
    "        \"num_rays\": 5,\n",
    "        \"wavelength\": 0.55,\n",
    "        \"distribution\": \"hexapolar\",\n",
    "    }\n",
    "    problem.add_operand(\n",
    "        operand_type=\"rms_spot_size\",\n",
    "        target=0,\n",
    "        weight=1,\n",
    "        input_data=input_data,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define variables - let both radii of curvature of the last lens vary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for surf_idx in [4, 5]:\n",
    "    problem.add_variable(\n",
    "        lens,\n",
    "        \"radius\",\n",
    "        surface_number=surf_idx,\n",
    "        min_val=-1000,\n",
    "        max_val=1000,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check initial merit function value and system properties:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒════╤════════════════════════╤═══════════════════╕\n",
      "│    │   Merit Function Value │   Improvement (%) │\n",
      "╞════╪════════════════════════╪═══════════════════╡\n",
      "│  0 │                229.884 │                 0 │\n",
      "╘════╧════════════════════════╧═══════════════════╛\n",
      "╒════╤════════════════╤══════════╤══════════════╤══════════════╤══════════╤═════════╤═════════╤════════════════╕\n",
      "│    │ Operand Type   │   Target │ Min. Bound   │ Max. Bound   │   Weight │   Value │   Delta │   Contrib. [%] │\n",
      "╞════╪════════════════╪══════════╪══════════════╪══════════════╪══════════╪═════════╪═════════╪════════════════╡\n",
      "│  0 │ rms spot size  │        0 │              │              │        1 │   8.777 │   8.777 │          33.51 │\n",
      "│  1 │ rms spot size  │        0 │              │              │        1 │   8.754 │   8.754 │          33.34 │\n",
      "│  2 │ rms spot size  │        0 │              │              │        1 │   8.73  │   8.73  │          33.16 │\n",
      "╘════╧════════════════╧══════════╧══════════════╧══════════════╧══════════╧═════════╧═════════╧════════════════╛\n",
      "╒════╤═════════════════╤═══════════╤═════════╤══════════════╤══════════════╕\n",
      "│    │ Variable Type   │   Surface │   Value │   Min. Bound │   Max. Bound │\n",
      "╞════╪═════════════════╪═══════════╪═════════╪══════════════╪══════════════╡\n",
      "│  0 │ radius          │         4 │     -85 │        -1000 │         1000 │\n",
      "│  1 │ radius          │         5 │     -66 │        -1000 │         1000 │\n",
      "╘════╧═════════════════╧═══════════╧═════════╧══════════════╧══════════════╛\n"
     ]
    }
   ],
   "source": [
    "problem.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define optimizer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = optimization.SHGO(problem)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run optimization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " message: Optimization terminated successfully.\n",
       " success: True\n",
       "     fun: 0.1472372939596464\n",
       "    funl: [ 1.472e-01]\n",
       "       x: [ 9.000e+00 -1.323e+00]\n",
       "      xl: [[ 9.000e+00 -1.323e+00]]\n",
       "     nit: 1\n",
       "    nfev: 249\n",
       "   nlfev: 244\n",
       "   nljev: 71\n",
       "   nlhev: 0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimizer.optimize(workers=-1)  # workers=-1 uses all available cores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print merit function value and system properties after optimization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒════╤════════════════════════╤═══════════════════╕\n",
      "│    │   Merit Function Value │   Improvement (%) │\n",
      "╞════╪════════════════════════╪═══════════════════╡\n",
      "│  0 │               0.147237 │            99.936 │\n",
      "╘════╧════════════════════════╧═══════════════════╛\n",
      "╒════╤════════════════╤══════════╤══════════════╤══════════════╤══════════╤═════════╤═════════╤════════════════╕\n",
      "│    │ Operand Type   │   Target │ Min. Bound   │ Max. Bound   │   Weight │   Value │   Delta │   Contrib. [%] │\n",
      "╞════╪════════════════╪══════════╪══════════════╪══════════════╪══════════╪═════════╪═════════╪════════════════╡\n",
      "│  0 │ rms spot size  │        0 │              │              │        1 │   0.248 │   0.248 │          41.83 │\n",
      "│  1 │ rms spot size  │        0 │              │              │        1 │   0.117 │   0.117 │           9.23 │\n",
      "│  2 │ rms spot size  │        0 │              │              │        1 │   0.268 │   0.268 │          48.94 │\n",
      "╘════╧════════════════╧══════════╧══════════════╧══════════════╧══════════╧═════════╧═════════╧════════════════╛\n",
      "╒════╤═════════════════╤═══════════╤═══════════╤══════════════╤══════════════╕\n",
      "│    │ Variable Type   │   Surface │     Value │   Min. Bound │   Max. Bound │\n",
      "╞════╪═════════════════╪═══════════╪═══════════╪══════════════╪══════════════╡\n",
      "│  0 │ radius          │         4 │ 1000      │        -1000 │         1000 │\n",
      "│  1 │ radius          │         5 │  -32.3104 │        -1000 │         1000 │\n",
      "╘════╧═════════════════╧═══════════╧═══════════╧══════════════╧══════════════╛\n"
     ]
    }
   ],
   "source": [
    "problem.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Draw final lens:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6p3z/+9+nqKjotq1dIpFIJBKJ5E5ACEEoFcrPacr3OMWNy5mlmXycuEWxUOWqotpVw15/O0+6nqY6J6ICziBFlisfe4VSi/SHBugP9xcIqGW3qMhcRKO3kZaSFp6sfzI3MLeJEnvJFbeb0lKcXzyXD5HoXejjYnQEAJfFRWtJK0/VP5Xvg/IX+ddsI5KOcGzmGD0z3XTPvMf50Hl0oeN3+Gn3d/BM4zPsKG1jemmWo5Nd/O3Zv2E8Po5VtbKvYh+/vfc7dFYdosZdeyO/BskdyB0jqh5++OGC28lkklQqRXNzMwAvvfQS1dXVlJSs/EPbt28fyWSSY8eO0dnZeUvXK5FIJBKJRPJ+JKNlmFyaZCw6mhNL4wXDb5eT8MBwhZZDIPaU7yHoDFLtriFQVIUpaaaspOyqgQrxTJyh8CD94QEGVgmo5ahzi2qh3lNPo7eR+4P3G6V73iYqnZXrulmr0XSNochQTjz10jffy4VQP5rIYlEtbCvexsGqg3yl7Su0le6g1l277jZDqRDHZnronummZ6abC6ELCAQVRZV0+Dt4rvlTdPjbQcDRqaP8cuyX/PuePyOlpQg4A/m5Ufsq9mG/pHRR8sHgjhFVl/KXf/mXeDwevva1rwHQ39+Pz+creE4wGARgfHz8sttJpVKkUisxnJFIBABd19F1fYNXfe2sfu/bvZblNQghbvs67jbkft0c5H7dPOS+3Rzkft0cPqj7VQhBOB1e5TCN51P0xmPjTC9N590ms2qmqihA0BVkV+luHt/yUaO3yRkk4ArgsrjWfQ9d1wklQwX7Nq2lGYmOMBAeYDAnoPrDA0zGJwBQUKh21dDobeTjjc/S4G2k0dtIjatm/chwQb5favlzTS5N0jvfy5mFPnoXejm7eIZENoGCQr2nnrbSNp5ueIa2kjaavE1YTJZ1t7mQXODYbA89M930zPYwEB4AIOAM0l7ezme2fpa95e2U2cs4PneMrsku/vrM/8XF6EXMqpm95e18fec3OFTVSZ27riAx8Gb+3j6of7Or2Yxj4JvZr9f6mjtSVJ04cYI/+ZM/4YUXXsg7U7FYLF8auIzDYZwpSKfTa7axzPe//33+9b/+12vuD4VCaJq2gau+PjKZTMFaLBbLFZ69+QihE43GAIFylbNGkmtH7tfNQe7XzUPu281B7tfN4W7er1k9y3RymqmlSSYTk0wlpphYmmAqYdxe7TZ5LB4qHVVUFVXxQMWDBBwBKouqqHJUUWYvw6SY1n2PTCzDImuT6DShMRmf4MzcWaYHpxiJjTAcG2Z8aQxNGMdOZbZy6lx1dJZ1UldfT52rjhpnDXaT/ZKNQTQcXff9Q+kQ58PnOB85z7nwWc6FzxPOhACosFew1buVz9c/zzbvNpo8zRSZC8sNY5FY/vp8ap5TCyc5uXiSU4snuRi/CECgKMCu4l08W/MJdhXvxu/wM5OY4Z25t/mfhv4dx+aPkdKTlNnK2F92D19u/FX2lOxdeS/NOE7bKO7mv9lrZTOOgW9mv0aj6/99XsodJ6ouXrzIM888w3/9r/+VgwcP5u+3Wq0FjhNANpsFwOl0XnZ7f/AHf8B3v/vd/O1IJEJNTQ0+nw+Px7PBq792VgtBn8+H1Wq9bWuBZZWu4PP55NyEDUTu181B7tfNQ+7bzUHu183hTt+v4VQ47zRNxFfPbRpnemkq7+KYFBNVziqCziC7/Lv5qOuJ/BynoLMal3V9t+lqCCGYTczmep1WhUZEBvPDdj1WD03eJu6tuocG72fzw3IvDXq4GolsgrOLZ+mb7zXK+Bb6mIgblUZeq5fWkjY+ufWTtJS00lrSSqm99Irbm16a5thMDz2zPfTMdnMxaoioLe4tdFR08FX/r9Ne3o6/yE9Wz3Ji7jg/n3yRoxNdDEYGMSkmdpXt5qs7vkpn1WEavY0FbtRmcaf/zW4Em3EMfDP7dTll/GrcUaIqHA7z0Y9+lD/+4z/miSeeKHisurqaY8eOFdw3OzsLQGNj42W3abPZ1o1cV1X1tv4xr37v272WZRRFed+s5W5C7tfNQe7XzUPu281B7tfN4f28X7N6hqml6TU9TcsR5NHMyhlyj9WTF0k7Snfkk/SCrmoqiirWL5+7DsKpcF449Yf6c71PA/k12E12GryNbC3eyuN1j9PgaaCUMhorGq/5oHP15+4PDdC7kIszn+9lMDKILnRsJjstJdt5qPohWkvbaCttI+gMXlXQTMYn6J7JlfPNdDMWGwOgwdPAPRX38vWd36Dd30GZowyA2aVZuia7ODrZxdtTbxPPxCi1l3Ko6hC/vvNr3Ft54LqF4Ubxfv6bvRVs1jHwje7Xa33+HSWqvvjFL/Lss8/yhS98IX/fCy+8wFNPPcWBAwf4z//5PzM+Pp7vpTp27Bh+v58dO3bcriVLJBKJRCL5ABNNR3OCadlpWnGbpuKT+XI5k2KisqiSoCtIS0krH679iDHsNiecPNaNqZ5JZBMMhgfzosnoe+rPx4ubFDN1njoavY0cquo0nCdfIwFnoCDgYXlI7dXEjhCC0dgovfOn8y7UucVzpLQUJsVEo7eJnWW7+My2z9JW0ka9t+GqAlEIwXh8PCegDCE1kevbavI2caiqk3Z/B+3+9nxSYFbPcnr+NP/P+b+na6KL86FzKCjsLNvJF7Z/kc7AIbYVb79qMIZEcjnuGFH1j//4j7z55pt88Ytf5J/+6Z8Ao7fqhz/8IU899RSf+tSn+MM//EP+9E//lD//8z8nHo/zn//zf+b3fu/3PrBKXyKRSCQSyeaS1bPMLM0wFhstCIRYdp0i6Uj+uU6Li2pXNdWuaj5U8qG881TtrqayqAKzunH901k9w0j0YoHrNBDuZzw2jkCgoBB0BWn0NvF0w8do9DbR5Gui1lW7NtzhOphLzHJ6eZhuzoVadrtqXDW0lrbx4ZpHaCvdwbbirdeUlLcszHpyM6J6ZnqYXppCQaHZt5UHgg/QUbGPPeV78dl8+dctJBf4ydCP6Zro4q2pN4mkI3itPg5VHeSLLV/kQNUBfLbiG/6sEslq7hhR9a/+1b9idnaW5557ruD+3bt3A+B2u3nxxRf55je/SUdHB6qq8vzzz/Od73zndixXIpFIJBLJXUIsE2MsujKraXyV6zQZn0ITRg+3qqhUFFVQ7apmW/F2Hq7+UH7YbdAVxGP1bHhfji50JuITDIQG6A9fyImnAUaiw2R1Y13ljnIavY08EHyQRp8RV97gbcBxk9Hf8Uyc/ul+ziz2GU7UQh/TS9MAlNpLaS1t4/Pbv8CO0jZaSlrx2rzXtF0hBCPR4byA6pnpZjYxi6qobCvexodrPkxHRQd7yvcWOHi60Dk9f5quiSN0TXRxZqEPgaC1pJVPb/00h6o6aS1pw6ReX7mi5BaQiqJEpyA6iTpz/nav5oa4Y0RVX1/fVZ+zZ88eurq6bsFqJBKJRCKR3C1ousZMYjonli7tbxonnA7ln+s0O43IcVeQh6ofIphznoKuIJVFVTfl8lwJIQTzyTn6QwMFvU+D4QGSWhIAt8VNk6+JveV7ea75ORq9jTR4GwvcmxslraU5HzqfK+MzRNRwdBgw9klLSQuPbXnc6IMqaaOiqOKaBaQQgsHIYL4fqmemh/nkPCbFxPbcdjsq9rGnbDeuS/qcwqkwb06+ydHJLt6cPMpiahGXxcXBqoN8qvlTHKw6RKnjyqEWkk1E1yA+gxKdzIsmJTaJEplACV9ECY0aj+uZVS8yg/Jbt23JN8odI6okEolEIpFIbpR4Jl4QApHvb4qPMxGfyLs6CgoVRRUEXdU0+Zp4oPqBvNNU7Qritfo2PQUumo4avU6rBNRAaCAv7mwmOw3eehq9TXyk9iN596ncUb4ha9N0jZHoSM59Msr4zofOk9WzmFUzW33b2Fexn+dqP8n+2nuo99ZfVy+SLnQGQv10z64ES4RSIUyKmbbSVp5ueJp2fwe7ynbjtBQmOAshOLd4jq5Jw406PX8KXehs9W3lmcZn6AwcZkfpzpsO7pBcA8vuUngUZXEQZXEYJTIG0SmU+CxKYgHSMZTcTDRg1TXY/CzFW4v8i5NIJBKJRHLHowudmaWZfIneWGyMsegYF8MjTCenWUytzFtymB05d6ma+wL3U+2uzkWQV1PlrMJqujVjTJLZJMORoZW+p1xk+XIJnUkxscW9hUZfI/dsu4cmnxFXHnAGN6yETQjB9NIUvQuG+9Q738vZhTPEs3EUFOo8dbSWtPFk/VO0lrax1bcVq8maD6oo9hRfVVBpusaF0IV8T9Tx2WOE02EsqoW20jY+0fRcTkTtWrckMZaO8tbU2xzNpfXNJeYoMhdxb+W9/Mv9f8jBqkNUFFVsyP74wKJrkAxDMoSSmIfFEdTQCEpkHGLTKPFZSCyipCKQiYOWRhFXHoorWBFOy2LqUiElFBPCHUBU7ED3tyKq9pDy74b/3/+1sZ/vFiBFlUQikUgkkjuCpcxSbl7TJUl6uTlOmVUlRBVFFQScQWqctTxQ8yA17pp8kl6xrfiWzBxaJqtnGY1ezM97MkTUAGOxsfysqaAzSIOvkY/WfTQ/62mLp27DBV44Fc67T8t9UPPJecDYZ60lbXy57Su0lbTSUtKyptzuWj/v+cXzORH1HsdmjxHLxLCqVnaW7eJTWz9Nh7+DHaU7sZvta14vhGAgPGD0Rk12cWL2BJrI0uBp4PEtj3OoqpM95Xs3rdTyjkUISEUNYZQMQSJ3mVx1GZ813KWlOeO+VAQyCRQtffnNAigmMFlAtYDZBiYbQs9CNpEXVwIFzHbjFeuJrqJy9PJt6NUHEMEOdH8ruANw6b/F9OXX8n5GiiqJRCKRSCTvC3ShM5eYWzuzKT7OWHSMhdRC/rl2kz3f29QZ6MwLpmpXkCpnAJvJtuKmFBffkiRgIQST8clVJXtGXPlwZDgv+ErtpTR6G+kMHDYS97yN1Hsb1pS5bQTJbIKzi+fy4ql3/nR+fpPb4qattI1nGj9Oa0kbbaWtlDnKb+h9snqGswtn6c45USdmjxPPxrGZ7Owu28Xz279Au7+dttId2ExrZ4OCIZjfnX43X9Y3vTSFzWTnnor9/G7H73KoqpOAK3DD++KOQQiUzBJEEijpcE4YhSG5mBNKYZTkYk4ohSGx6noytK57ZIgi1dh2QQEeCLMdYS9GOIoRVidYHKCYQWRR0kuGQxUZRxEaZDWEqiE8AbAUQTZluFupCOgZY9vZBMJkBU81mr8FseUwet2DiNImQ5TdxUhRJZFIJBKJ5JaRzCYYj08YaXqxsYJyvYnYBGl95Sx1uaOcoCtIrXsLB6sO5Uv0ql3VlNhLbqnbdCkLyQX6QxfyJXsDOfdpKbsEGPHpjd5GdpTu5JnGj+fdp2L75kR4Z/Usg+HBgj6ogfAAmtCwmWxsK97OfYH7aCvdQVtpG9WumhvefxktQ+/8aY6MHOFM7Awn506QyCZwmB3sLtvNl1p/hXZ/B20lbZd1k4yEv5F8Ut+x2R4yeoZady0PVz/EoYAxa+pyIux9TzZlCKFETuwkFyEZRkmEYPn6snuUCBWIpKqC0IYVhNkBFrvhFikmQActA9mk4Tat7l1SzeD0I9xVCE/QEEJFZcbr9IzR6xSfz4VFDMPcOdTc64XZjiiuN17nq4HKnUYqX2Qc4nOooZGV9zHZEN4aRMVO9PoH0Lc+Ds4bE+d3OlJUSSQSiUQi2TCWU+rGcgNvC4MhxplPzuWfazPZDKHkruZg5cG881TtqqbKGVi3NOxWE8vEGMwFRfSH+/PiablHy6paqfc20Oht5MHqh2j0NdHkbbqu9LvrRQjBeGyssA9q8SwpLYmqqDR6G2ktaeO55k/SVrqDRm/DTc3ASmtpeudP5yLOuzkxd5KUlqTIVMQe/x6+0vZrdPjbaSlpueL7JLMJ3pvp5uhEF12TXYzHxrCqVjr8Hfz2nm9zKNBJrbv2hte54ejZdUvo1nOLjMfCKImcYMom1t2kMDvA7kU4isHmRVjsCLsPHCUIoYGWIZuIYtaTKKkwSmIBJWNsS8kmDCfIUYJwlyPcVeCuRLiqcterEDYPaCmUpQWU0DDK4hDKwiDq2DsosamVdVidiOIGRHE9euUuo2xPz8DSAupMH8rCBdTZM8ZzMXqhhGpBlNShV+5Fb3wYvf5hcH0wBdR6SFElkUgkEonkukhmk0zEJ1b1NK0q14tPkMpFfAOU2svyA2/vrbw37zRVu4KU2stuq9u0mpSWYjgynBdNywJqask4EFUVlRpXLU2+Jj7Z/Ckac6ER1a7qTU+am0/Mr+mDCqfDgNGL1VraxkM1D9NW0sr2kpabnj+VzCY5PX8qPyfq9PwpUloKl8XF3vK9fH3n19lbthc/FZSVll2xtHIsNpZ3o7pn3iOlpahyVnE4cJjOqsN0VOy76fVeEaFDMrKuW5QvmUusco5Wi6h0bP1NqhZwFCPsXrD7EA5f3q1h+T6z3Qh/0DOQWUJJxYztLs3m4sUnDXdoVbmeMFkRrkpwlCPKtq4RTcu3ySQMsbQ4iLIwhLI4hDr0S+O+pZWTFsLuXRFOtYcQvjrD6UonUCKjKLNnUKZOoJ59AQWR86mU3HUF3VeLCHQY5XvV9yBKG40yQsm6SFElkUgkEomkAMNtml/T0zQeN4TTbGI2/1yras31MwXZX3kPzziDRpqeq5qAM7C5B8w3gKZrjMZGC0r2BsL9jEZH0YQGQGVRJY2+Jh7d8hiN3kYafU3UeepuSSlaPBPnzMKZgj6oZWFXbCumrbSNz2z7bL4Pyme7+XLCZDbBibmT+Xjz0/OnyegZPFYPe8vb+Y1d36TD30Gzb2s+dXC5X+1S0lqanpkeuiaPcHTiKCPRYcyqmb3le/nGzt+gM9BJnaf++sS0EJCOXT6AYfXt1aV0yUVIRtb0EQEIRTXET04E4ShGOMuhtBndXgwOr+Eg2XPiyeFD2IvB6jSixGPThjBanrsUnTScndw8JiUTL3w/RynCXWmIo4od6I2PrLhLy4LJUYIuBIsLCxTbsphCI4ZQmjuHeuHFnJAaMj7r8naLyhEl9YiSBvTGDxlle8X1CKsrt6Y+lJkzqIMvo8yeRckaJzyEyWr0WOVKDYXTj169H1F9L3qgA1G5y+ivklwzUlRJJBKJRPIBJKWlmIxPrDvsdjw2lh8oC0a4QtAVJOgMss+/Pz/sNuiqpsxRdl0zim4Vy1Hhx2ePMz01zWBkkIHwAEPhwXzfls/mo8nbxL2VB/j8tudp9DXS4Gm4ocS7GyGjZbgQupBzoYwyvqHIEAKBw+ygpaSVR2ofyfdBVRZVbYizt5RZ4sTc8Vw6Xw99C71k9Sw+m4+95e389p5v0+7voMnXdE2/26n4JF2TXXRNdPHu9Dsksgn8Dj+dgU5+c/dvsr/yHlxmJ2QThiM0e3YleGF1ydwlwih/PRVGyc0RuxRh8+TdIkMk+cC3BX317eVLx8ptbK5C1yWXnKdEJyEnkpToJMrk8ZxQyrlL8dnC3iWTbZWbVGm4VauEknBXgasil4q3euG6EVW+MIgyeRy174f5Ur3KxUHUzNLKU91VCF8dwt+Kvu2JFeFUXA+KijJ3DmWmD2X2DKaRLsOByjlWQjWDzWO4ZsuCylKEqGpHr95nOFGBdmONkptCiiqJRCKRSO5ChBAsphbXDruNjTMeH2dmaSZf8GNRLQSchtvU7m/n6Yan80l6AWeQIkvRbf40VyaUWswPyu0Prcx7imeM8q0icxGN3kZaSlp4sv5JmrxNNPqaKLGX3LI16kLnYnQkV8LXS+9CL+cXz5HRM5gUM82+Jvb623m+5Qu0lrRR76nfsFlUsUyM47PH807UmYUzaEKjxFZCu7+Dx/Y+RkfFPuo91zDEV0uTjc9xfPJtXh19nfeiZxlITmNCYZe1jK9aa7jPYqM5lUY9+xYc+9mKeNJS625SWJyrBI/XcITKt+dcpNVldsW5x32GMLJ74Vr2kZaB+Izh3EydWHGYloVSbBIlOn0Zdyknlip3oTc/uuIuuSrz7tKaSPBldM1Izht9OzccN+c0LQwZ/U7LIgcFvNVGmV6gnXjDR7EHWlFKGhHFW4ykPT1rvG62D2WmD7X3B4YztjicL9fD5UdYXWC2I0w2Y3/rmjEHKtCOHuxABDoQpc3Xtt8k14UUVRKJRCKR3KGktTST8clLeppWwiGWk+jAKB1bdpf2+tvz14POIP4i//vSbbqUpcwSg+EB+nMle8vle8tzliyqhXpPPY3eRu4P3k+9p4EyythWtQ2z6dYe8swszeTdp76FXnoX+vIir9a9hbbSNh6v+yhtJa1sLd62oaWF0XSUY7M99Mz00DPTzdnFs+hCp8xRRnt5B0/WPck+71bqzC5jmGsyhDJ2HJKv5crp1vYbzaZDdJHgiM3Emw47MVWlNKtxOJHg64kkB1M6HnsSYY8ZQsjhRRTXIar2rHKKlkWSb5W75IUbncUlhCHWVouk2NRa0bSuu5QTSy5DMK11lyqNeUxXQ8sYCXqLQ7AslpZ7nUIjK+V1ignhq4XiBiNmfM8XjP1T3GDcn3svXdNIjJ/Dnp7IleydMVyoufN5USqKyhGeAMJVYbhQkXHDmYpNg9tklO8F23NlfLuNkkXJpiNFlUQikUgk71OEEITTIWPY7aqepmXnaWZpOu82mVUzAWeAoDPInvI9PFH35IpwcgU3ZQ7SZpHRMgxHhlaG5YYHGAwNMB4fB4xW+hp3DY3eRp5tejYfV17jrilIn1vu+9lswRhJR+ib76N34XT+ci5hlF+VO8ppK93Bl1q+RFvpDlpLWnFvRHmh0PODXsPRMY7NHKNnsZfuyCDnU7MIoEKx0aE4+KTmoyOVZsvCHMrA36Ok/tP6m1TNeQGUdXg5abPTZdc5YlM4q5lRcLPDEeALxS0cKuug0lKLt6IOtagYLA42dGTrKncpL47WuEtTxkyn1Z/hSu6SuwrhqgJH8eXdpfXIJlFCF1fcplw4hLI4BOFRY4YTuaAJXx2iuC7X39Rg9DsV14Oneu2cplQUZfYs6qmjqDNnci7UGRxJo1dNWIoQZdsRvi3GnKdUDCU8ijJ/AXVpFmFxIqp2o+3+3EoZn7vqpna75MaRokoikUgkkttIRsswEZvg7NwZwvMRJuPjBVHk8exKSZLX6stHju8q25Uv0at2VVPu8G9YuditQtM1JuLjq0r2+hkIDTASvYgmjB6aiqIKGr2NPFzzMI2+Zpq8jdR56rDfpgCMZDbJ+dA5QzzNn6Z3oZeL0YsAuCwuWkvaeKr+qZyAasNf5L/8xoSATHxVX1HoMol0q5yjZIiFVJhuJUW3zcq7DhsXrIbTE8hk6Uim+Lymsk91ErAWodiLEUU+KPGt7TNafdvhY0FL8ebUm3RNdPHW1JtE0rN4VR+Hqg7zfOAwB6oO5IMx8kEV7mK4nsHKQkAqskYkFfYyTV3ZXXJXIap258rwLu1dukHHLx03XKaFocJSvcUhiEzk1yLMjnw/k779yVX9TQ2GoFnv36CWQVkYyPc9KbN9hogKG383QlERJY2I8la03XtJpjLYlRSm+QGUqeOokz0IFET5dkSwA23/ryOCHYiy7bKM732EFFUSiUQikWwiQggi6cianqax6Cjj8XGml6bRc7HKJsVElbOKalc1O8t28Vjd4/kI8qAzcMsCFDYaIQSzidm8aOoP9zMQ7mcwPJSPX/davTT6muio2Mentn6GJl8jjd6mjXF1bhBN1xiKDOZ7oHrne+kP9aOJLFbVytbirRysOsRXW36FVmc1W9Qi1FTEEEIL0ygT59YGL+TT6nIi6XKDXm3uvOCZt7t512LiPY+VbmcRg5oGuKi2FtPubeb50p20V95DVfFWsLnzAQzrRzusoAudvoU+ui7+mKOTR+mb70UgaClp4VPNn6Yz0ElrSdu1i3UtY4QvrCuUJiE2tb67VFS2yl3ag95sXL8pd2k9kpFVgml4JZZ8cQglNr2yHqsLUZKLIg/uz4mmOsNxclVefh1CQGTcmPO0XLY3ewZl/gKKZvh4wlWJ8LeibX8KUdIEqgklPoMydQp1ohvT2f+BBRCuCvRAB/qh76AH2o0yStud+e//g4IUVRKJRCKR3CRZPcNUfMpwmOKFw27HY2PEMivzbjxWTz49b0fpToK5MAiX5qK5shmr+Qb7S94nhFNhQzzlB+ZeYCA0QDQTBcBustPgbaTZt5XHtjxOo7eJJl/jbZ9ZJbJpJhbO0Td7jN6FXvrC/ZyJj5HQMyhAg8nFDqWI55QydqSzNCfjWKe7IflKPnBgzTYtRSvBC3avMc+odOvlgxdyYQ2zIk337Am6Z96jZ6aHkegwaFBbVEuH/8N82d9Bu7+DiqLrT2wLp8K8NfUWXRNHeHPyKIupRVwWFwerDvJc03McrDpEmaPskg+yqndpOT48Mol3fhhrejEXKX4t7tKejXWXLkUIw9VbXOs2KQtDKIn5lac6SvJCSd9yOD/PSRTXQ1Hp1QVcMrISGjF7BmXmDMrcGUMskxNm5S2IQAfani8gyreDyY6y0I860Y068gbKu3+FomcN96tqN1rLx9Cq2ll0NuKtbkE1SRfqTkKKKolEIpFIroFIOrIqSW+c8dhovr9pamkqP+PIpJiodFYZQ1lLWnmk9iP5YbcBVxCP1bNm28ulVJs9RHYjSWQTDIYH8+7TspBanmFlUszUeepo9DZyqKrT6HvyNRJwBjavx0nXYDl4IbGImljEPjeByZRGXb4/5xQtJufpzSxyWo/Tq2Y5bTGxmDuIDWSy7Eil+EY6zY6MTovqpMhmB4eai+w2xI9m9+aGwPpyoqm4cPbRNYqFqfiUEW8+9hN6ZroZjY0CUOepY1/FPn5959doL2+nvKj8uneJEIJzi+fyc6NOzZ9EFzrNvmY+1vAMnZX3stNWgWW5f+nUDwrdpeW5S9lE4XaLysBRDr7qVe5SVUH/EnbfzbtLaz+Q0Wu1WiwtC6jQcF7UgDF7SRTXI0qajLlQxfVGj5OvHhy+a3s/LW04TavcJ3X2DErE6O8TqhlR0oTwtxh9VP4W9PJWMDtQJ3tQJnowXXgR5bV/a4SCAHrpVqOMb88XjDS+8pZ8v5Wu6+iLixu/3ySbzp3z7S2RSCQSyTUSCoXIZK6/bX4hNc+MPsdcenZVmp5xGUlH8s9zWVw5t6maD9W25K8HXUEqiyrvKHF0NbJ6hpHoRQZC/UbZXk5AjcfGc0HOCkFXkEZvE081PJ2PK6911WK5tDH/Wlg96HV1n1HicnONVvqN1hv0agPiqpk+VzGni5yctpo5bdKZMGXBBD7VTpvNz3POGnb4mmgtbqXEU5N3kTA7QFFYv0jvxpiITeRcqG56ZnryARyN3iYOVB3km/7fZG95O6WO0hvafiwd5e2pt+kafZWjU28ylw5RpFo4YKvgD+3NHE5lqZyYQTn3H2HpjwvdJbO9IDJcVO1dVYZXmXeXdNXC4uIixcXFqNfTU3UtCN0QcwurxNKqcIjV0efCHTDEUuVO9JaPGUERJfUIX931lcsJAeHR/LDc5dAIZaE/PyNLeILo5S1obZ8wXCh/q1HCh0CZPo06/h5q7w8wT/whSmjEeE1ROXqwHf3AbxppfFV7wb72xIrkzufu+daXSCQSiQSYmpzkr//6v6Lr+hWfJxBELVHmbHPM2eeYt80TtxgHa6qiUllUSdAVZFvxdj5U8+Hc8FtDOHlt3lvxUW4putCZiE/kRdNyeMRIdJhs7qCy3FFOo7eRB4IP0uhrpMnbTL23HseloRFCGINe47NrBrqu9BStul3wnHA+Ta1gkyjGweilA12L69BXOUUZm5sLWpy+9DynY6OcDF3g4tIYutCxm6xsL9nOQyXGMN3W0jaCzuCaskOx5t1vHCEE47Ex3svNiOqZ6WZqaQoFhWZfM/cF76fd3067vz0fAnFVtHRB7xKRCQZC5+mKDHAkM8txUmQVaEhneCKR4L6lBO3JFOaiyKpSvL3oW2/CXbrKv6+rvz5rRIHnBt4WlOotDq/EhysqeIwZTiK4D33nJ/PBEMK3BSw3EFiSWMw7T/n+p9kzKGmjTFfYPIjyVkTtQbSOXzXEU3mLIbKFMJyxiW5Mx/4GZaIbZfo0ip5BmGxGGd/Wx3NpfB3grZGu0wcEKaokEolEclcRiUbQdZ0PfehDWKwr/UkZPcNIcoQLiQv0L12gP9FPXIujolJrr+Vg0SE8ETeJkQTf/bXfodh7jQe4dxhCCOaTc/lhuQPhAfpD/QyGB0jmQiPcFjdNvib2lu3iudpHabKV0WByUaxlV5yisbPQ/zZKcrWbtEosaes7hcLqXDWrKFcy567KJdBdbtBrseE6XBKYIIRgNDa6Mg9q9mXOLZ4jpaUwKSYavY20Fu/kcy1fZGfZDuq9DZvuIgohuBi9mO+H6pnpZiYxg6qobPVt5eGaD9Hu72Bv+d614lwIY98tl93lZi4VJuVNoSzNsqQovO2w84bDzhtFRUyZTdiFwj0mD79btJXDJTuoKtmaF026q4L0jc6DulG0dC6KPJeilxdNgyih0ZUZTqoZ4atFFDeg190Pe7+0kqrnq73xOVbZFMr8+bzzpM6cQZnpRYlN5d7XgijbiihvQd/6uHHpbwV3YEUILS2gTvagvvOXqBM9KJM9xt8/oJc0Gj1TOz+DCLYj/G03vlbJHY8UVRKJRCK5K7F57QylhzgT7qMv3MeF6AUyIoNdtbPNs42nq5+mxdPKVs9WHCbjbHc6nea/j/yA0ydPcd9999/mT3DzRNNRBhbP0T93msHFcwxEhuiPjxHODQW2KybqTS6asPGY8NKkOWlKLlGRWEAZemlNStsywuxYETy5cAVR3IAI+AoiuldcpZWwhjWzeq6DucQsp5eH6c730jffmw/AqHHV0Fa6gw/XPEJb6Q62FW/Fqto2r0QthxCCociQ0ROVK+ebT86hKirbi1t4dMujtPs72FPShju9tJKMN/HfCiPFY1Owbu9SOcJdie6qZLhiO28EGunKzNO9NEZGaFQ7AzwYvJ/OwGHa/R0FQ4Rv0ku6NjIJlMhorq9puMBxMmY4GasQJttKMETTRwqDIbzVcDNiV+gQurhO6d7Aygwpby26vwV912dXle41Fv49amnDdTr3U9SJbpSJbtTFIeP1jhL0QDv6vl9HD3YgqtqvvS9L8oFAiiqJRCKR3DVMxif47xP/nZcCL/GDnh8gEPgsPlq8rXyp4Uu0eFqpd9VjUtZP1bJardTX13P82DE6Ow9v2oH4dbM86HVNX5HhECUTcwwvTdCfmKM/G6JfT9BPhmmTcbbdJAR1mQxN6QwHMhma0xmasoKg2Y3qMIPdbjhEbh/CX4x+GbdIOJYDGOyb/pFj6Sh9C330LfTlnaiZxAwApfZSWkvb+Pz2L7CjtI2WktZ1SzKvVgJ6I+hCZzA8kBdQx2Z6WEgtYFJUWouqecpZT4ezjb0ZDVd4FmXsRyjRv0JZmivYjjA7VmLDPQH0YAcs9zHlfpJ2L93zp+iaOELXZBfj0XNYVSsd/g5+a9sn6QwcptZdu+GfcQ3p2CWCaRAWhqiYH8AUn1r5TJaiVTOcnl5xm0pyM5w2IqBkaX4lLCIvos7m+6yE3WeIprr7jHlO/jYjee/S/iohIDSSE089xuXUKRQtZQzxrdiJ3vgIWrDdKOPz1ckyPskVkaJKIpFIJHc0yWyCV0Zf4cdDL/Du9LtYVSsV6Qo+v/3z7CrdRaW96rqiupu3buX8+fMMDPTT3Lx14xaaD2BYO9BVTSzgXpzGoiRRCgbAhnL9RmEUBFngosXMBYuFfquVC1Yr/TYboyYVPfcRg6qVJquPJ6ylNDmraHDVUuepx1JUlneVsPvAUoSmKKztXrr1pLQUFxbP52dB9S30MhwZBsBpdtJS0sLjdR81+qBK2qgoqrg18etaGj0yQf9ULlQifI6epXFCIoNZwE4Nnl2Ks38pzp5kiiJhrHnZXRLuKkSgHd29OkJ8uXfJu+5B+lhsjK6JIxwd+Fvem36XlJaiyllFZ9VhOgOd7KvYv7aHbSNIhg23aXUgxPJPfCb/NGFzG2V6xfUkSndiq2qF0gZEcR04KzZOeGQSKHPnChP3ZvryaxEm20rp3vYn0ctbEf7Wy8+RSoZXxNNEN+p4Tz5iXRTXowfa0Vo/YQzV9bdtXMy75AODFFUSieQDwUu/+AUTkxMbvt3q6moefvhDt3W+zgcRIQQn507ywtCPeGnkF8SzcdrL2/lX9/4RNUs1vPjCz3jI/zBW6/X3N5SUlFBSUsqJ4yfWF1WZxNrghXUCGNYTT8spYms+j82Dw+pGLSoBRzG6zcuEu5x+k0I/afr1OAPpEEOpOTK5cqZSWzGNvmYO+ZqMWU/eRuq9DTgtzvXf47r3xOag6Roj0ZGVPqiFXs6HzpPVs1hUC82+reyvuIdfafkybaVtbPHUbXwE+/I8o9ikUXK3qgxPi05wPj5Bd3aB99Qs3XY7UZOKRQh2pTJ8Chv7LGXsdNVi91TnRZJwV5FyV4HLf119NWktzbHZY4YbNdHFSHQYk2Km3b+Xr+/8Bp2Bw9R76m/+O0YIw+VZHEIJDa0VT4mFlac6SvMJenrd/cb1XLkejhJQFHRdJ7q4iPlmSyt1zUj3W122N9tnrGm5dNBXZ5Tu7fnCqtK9hsuXDGoZo3dqWUSNd6Mu9BvbsvsQgXa0ji/nwiTajblUEslNIkWVRCK56xFCcPr0KQCqa2o2bLvRSIR333mHhx56WIqqW8TM0gw/GfoxLwy9wMXoCJVFlXx22+d4sv5Jqt3G77avrxfg+n8nQsccm8AaGuCRotMkLpxE+W8/wJyJFoqmXCrZmpdbnKtmFRklc6Js20rwwnJiXUGvkY8FNC6EBzk1eZLJzCSD4QEGw/3Eo0Y5k9PiotHbSFt5Jx/LCahGbyPF9vd/kIYQgumlqYI+qDMLfSxll1BQqPPU0Va6gyfrn6KtdAfNvmasN9vor6XzQskUmcA5M4hZC6HmQx+mIDaVH9ibBfqsNt7zlvCew8Exk07MoWNTHOx0BPhccQvtFftpCx7G7vQXuCA36vJNxac4OtlF10QX70y/TSKboNxRTmfgML+5+zfZX3kPLovr+jcsBMSnLxFMq5L1UtGVpzr9hlAq24re/OhKqV5xveGibQaxGSNxb7V4mj2X7yMTjlJjzlODMe9JlLciyreB9Qr7QgiIjKGO5xyoiW6UqZMo2aQRgFGxA1H/AJnO7yIC7UYflfy+lmwCUlRJJJK7nvn5OVKpFB/+8IepCgQ2bLsD/f3MzMxc/YmSmyKlpXht7Je8MPgj3p5+G4tq5eGah/n9fb/Pvor9a1wMoRuezGVFVV48DWIJDWDN/VjCQ6i59Ltyi5Mp3MSiLrxVdYVhC45lkbRq0KvDd1V3IpaJMRgeYCA0QP/kewzkIssXU0aSmEW10OBpoNHXxIPVD9Hoa6LJ23TrSt02gFAqRN98b0Ef1ELKcEAqiippLWnlV9u+yo7SNraXtFyfcFjlLhWm4a0aUBubWtO7ZDY7jH4edxXCEyQVaKfPYqJbj9GdnOJ4ZJAlLYHdZGdX2W6e93ewr6KD1pK2mxd4ObJ6hhNzJ/Nu1EC4H5NiYlfZLr7S9lUOVXXS7Gu+tt+z0CEyUSiWFnKznBaHCsJFhCeYm+G0G73lmZzbVGeU6l1JqNws6bhRundpbHnudyPMduOEg78VvfVZ9OXI8ktE67qkoigTx1bK+CZ6VkoCvbVGmMT2p42ZUJU7b0n/n0QCUlRJJJIPAOPjRtlfWXn5bV6J5FoRQtC30McLgz/i5yMvEs1E2VW2mz/Y9y95pPYRXNbLD/XURU5UITBHxw3BFBrAGh4whFR4EDXnUugWJ2lfI6nS7cQaPkra10ja14hW5OfVV19F0zS+9NSXr2vtKS3FcGQ4L5qWZz5NLRkN/aqiUuuupdHbxCebP0Wjr4kGdz3OjIuy0rL3TzjGVUhmE5xdPFdQxjcWGwPAY/XQWtLKx5uezfdBlTnKLr+xbMpwjy4VSpdxlyA3t8q5qncpuK+wd8ldheasYDqWYFJMcWyuh+7pbk7O/TNJLUmRuYjdZbv5cttX6KjooKW49caGFV+GucQsXRNdHJ08yltTbxHPxCixlXAo0MlXd3yVeysP4LFeZgisnoXw2Fq3aWEIJTRSOMPJW2sIpep70Hd+etUMp9obm+F0PehZlPkLqHNnVwTU7BlYHEbJjYYWJfWI8lb09i/n5z2J4vo18fiX3f7sGaN8b6LHmAk1d97Yts2NqGpH2/08YjlMwim/4yW3DymqJBLJXc/kxDg+nw+LZeMOmCSbw1xijp8N/5QXhl5gMDyA3+HnuebneKL+Keo8dVd+cSqKerGLmlP/na+KLqr+/j/mnae8eCreSqz+8Zx4akArunxjfV19PUfeeINQKITP51vzuKZrjMXG6A/3Fwio0egoWq7vqbKokiZfE49ueYxGbyONvibqPHUFsddgpNQtLi5e9/66VWT1LIPhQXrnT+fL+AbCA2hCw2aysa14O/cF76etpI220jaqXTWG6yIEJBZQIpMoE8fXd5eik/nAgGWEpchIxnNVITzV6MH9+eG0wl2FcFWCq2LdePaUluL0/Gm6p16je6abU3MnSetpnBYXe8r38Os7v0a7v4Ptxds3dGaVpmucnj9N16ThRp1bPIuCwo7SHTy//Xk6qw6zvWT7irOaTaHMX1gRS/lZToMo4dF8/51QLbkZTvXo9Q8agqQkV6rnrbk1c5GEMETtatdppo+quXP5eWTC6UeUt6A1P2qU7flbEGXbwFJ07e8TmVgVJPGeUcaXWUIoJkOQ1RxEO/CbiEAHorRpY9IEJZINQooqiURy1zMxMUlp2RXOkt8g2WwWVVXvmNKs9ysZLcPrE6/z48EfcXTyKCbFxAPVD/LtPd/m3soDmC53RltLo4y/hzr0Gurw6ygTPShCw+eo4Ayl2PZ+nkzeebr+VLLq6mpMJhNnz5yhbld9bkjuhZx4GmA4MkQq5xj4bD6avE3cW3mAz297nkZfIw2ehis6au9XhBCMx8YK+qDOLp4lpSVRFdUYqFvSxnONH6fNXkGjsGCNzxhCqf8oyrEf5ErxciEQq3rQVtylnDiq3o++KkZ8WThh81zz7yuZTXBq7lQu4ryb0/OnSetp3BY3e8r38CtNX6ZziyFoLvu3dIMsJhc5OplzoybfJJwO47V6OVh1iOe3P8/Bsj0UL4UNwXThFZTF/7IiniJjK0EMZjvCV2e4OlsfL+xv8gRvbobT9ZKKGhHly8NyZ3MiKjfwVliKEOXb0St2EW98CnttB1S0gfM6v2PTMZTJ44YDNZ7rhVoeyusJogc60O//vVwZ367rE2cSyW1AiiqJRHJXk81mmZubpa6+bsO3nUgkKCpySlF1g5xdOMuPh17gZ8M/I5wO0VrSxu92/As+suXR9cuihG5EKw+/hjr0Osrom8ZZbEcx+pb70B79n9DrH+D48CIvvvgiX2j74g2tK5QOcS56jvORc7xd/TY/HPoh6WHjbHyRuYhGbyMtJS08Wf8kTd4mGn1NlNhLbmZX3FbmE/P0Lpymb74v50T1EU6HAai2ldBqLeNDzu3s1ATbl+IUjU+jnD1+ZXfJW41efYm75K4yemZussRuKbPEybkT+TlRvQunyepZvFYve/3tfGvPb9Hu76DJ24SCsqHDf3Whc2bhTH5uVN98LwJBi7uOTxbv5rDiZGc8innwFEr3jwyhmUNYnbmyvDr01mdWCacGcFfeetdFyxjDcZedp2URFb5orFdRESWNRune/vuNS38L+LaAoqLrOvHFRazXsm91zeixWg6SGO9BmTuLInRjv1TtRdv5aSONL9huxKJLJHcYUlRJJJK7mtmZGXRdp6Rk4w96E4kELtcmNnvfhSwmF/nZ8E/58dALnA+dp9ReytMNT/Fkw9M0ehvXviA0gjr8es6NegMlMW+c1a85iHb4d9DrH0BU7Cw4IBVDi9csdLN6lqH4EOcj5zgXPce5yDmmksbZ8mJrMdWOaryTXj736PPsqNhBpbNy4+O9byHxxDxnxt+kb6aH3tBZeuOjTGWNlMFiobIzo/P5pRg7kkvsSKUp1i+u7y6tN3fJ5t6UVLV4Js7x2ePGnKiZbvoWzqCJLMW2Ytr9HXxn73fp8HfQ4G1c87vZiOG/kXSEt0Zepmv0nzk6d4JFbQkXJg7pFj4TTXE4PEOZlhMiNg+ixIge12sOFjpOzvLbkzonBEQnCsr2lNkzRunhcumeqxLhb0Xb/tRK31PZ1hsPeYhNGXOglkXU5DGUdNwQauUtiGCHMZg30GG8zwY7iBLJ7UCKKolEclczPTONoigUF298/LQhqtafCSRZIatn6Jo4ygtDP+KN8TdQFLgvcD/f2PUbHKw6VNjXsjSPOvyGIaSGX0cJDRsHYlV70fZ+Cb3uPkT1/ise7AkhLiuqFlILnIue5VzEEFD9sX7SehqzYqbB1cD+0v1sc29nm2cb5bZyUqkU/3juH6iI+gk0blxy5IazPIMoF+xAdJJsZIwL4QFOL43Tm16glxSDZhWhKDh0nbZUmseygjbVxQ5HBZWuavAEEK4qyIU/pDbIXboeoukox2eP0TPTTfdMD+cWz6IJjVJ7Ke3+Dp6of5J2f8fGzG5aRghYmjPK8hYGuTBzjCOhPo6kpjmpZNAVha2pNM8mEnTqNna5ajEXNyBq6xEl9aR9OeHkKL69cd3JSG7W0/Kw3DMoc2eMOWmAsLoMURPoQFue+VTeAkU3cdIps4QyfSrXC5WbCxUZN97PXWWU8XV+zyjjq9q9uamDEsltRIoqiURyVzMzPYPH48Fs3vivu2QySVmZTJu6HP2hfl4Y/BE/G/4pC6kFthVv5zt7v8NjdY/hs+VEbmYJJSeg1KHXUKeNeWJ6aTN644fR6+5H39J5XXNzdKGjKAoZPcNgbIBzkXOczZXzzaZmASizlbHNvY3n677ANs82GlwNWNW1Df92u52ysjIGBvrZvWfPTe+TGyKbLBxQG1sdJ27cr8emGFF1TttsnLZaOWWzcs5mJaMomIGtdjd7HfU872mkrWwXdeW7UT3BAnfpRmcu3SzhVJhjORHVM9PN+dB5dKHjd/hp93fwTOMztPs72OLecnMiajlsYfXA2wUjWS8WGuZtU5YjRQ7ecNiZNZtxCIUD1mL+0LOVQxUH8FfuRvjqwW6Upq4/xvkWoaUNp2mV+6TOnlkRM6oZUdJkzHxqNGY+6eWt4K25OdEndJS5CygT3ZjG36N89F3MC+dRhGaUf1buRmv9eG6obgd43scnIiSSDUaKKolEclczMzONbxNcKjBEldMpm6dXE06F+fnIi7ww9CPOLJzBZ/PxeN1Hear+abYWbzUikiePr4RLjL+LoqURrgr0ugfI3PN19Lr7jblCN8BYbIyfzv+ELn8XP+j6AVmRxaJYaHI30VnemXehSm2l17zNQDDImb4+NE3DZNrAMqW8uzSJGp6gaHoAsx7ODamdWokYTywUvEy3OJn2VHDK5aO3yMJpZxl9WSsx3Sjl2uKsprVsJ4+V7WRHSRvNxVvXpA3eTkKpRXpmenI/3VwIXUAgqCiqpMPfwXPNn6LD376SIHg96BpEJ/JiSV0YpHjmPLb4OMricH7IrI7CQHGQNzwlvOFWOF5UQhZBfVGAjwTvo7P6QfaU7y2YUyU2cidcK0JAeLRwWO7MGZSF/pV0QE8QvbwFre0ThvPkb0WUNIF5A37nsZlCB2ryGEoqakSll20jUdaG2P8VCO5DlG+/tYEaEsn7DPnXL5FI7lqEEMzOzbF9+/ZN2XYymaSoSJb/ZfUsb0+9zQuDP+K18V+iC53OwGF+9fBXOFx1GGtoGKX/NdThP0a92GUclFld6FsOoz38rxH1DyBKm2/4DPp8Yp6XRl/i58M/49T8KWyKDb/m59mGT7DNs406Zx0W9cbL1wKBACeOH2dycoLq6ppre1E2WRAfrsSm1rhLxKbyPS0AVkUt6F2i+l50dxXhomJ6SdObWeB0fJy+0DnmknPAHH6zn9bSnXyppI3W0jZaS1pxv88SBxeSC7lSPiNYYiDcD0DQGaTd385nt32Odn8HAWfg2kSUloHwaM5tGi4cghsaWekTUkwIbw2aqxq95iBLOz/FO6YsR5KTdC2cYmppGpspyf6KfXwvcJhDVZ0EXcHN3BVXJrG4dlju7BmUdMz4PDaPIZpqDqB1/Gq+9+l6XNwrkkmslPEtz4VaDq1w+tGDHegHfxs90I6o2otucRLewBAQieROR4oqiURy17K0tEQqmVx3xtDNks1m0TSNoqIPrlM1HBnihcEX+OnwT5hNzNLobeKbu7/F42XtlE+eQj32j6g//BZKbNqYtVO9H+3e3zTCJar23NRZ7Vgmxi9HX+XFkZ/xzvQ7qIrKwapD/JtD38cx4eDdrrd5MvjkhnzOkpISrFYrw8PDVAeDsLSAEls9a2lFLJErz1uOn15GWJ25XqUqhG8Les29K7dzQ2oXMxYcXjf9kQvGMN35XnoXXuPiRePA1mVx0VrSxlMNT+cH6vqL/BvyGTeSucQs3TkXqmemm6HIEAA1rhra/R18seWLdPg7qHRewY3MplBCFwsF03IUeegiSm4OmDBZEd5aREk9esPDBcEQwlPNcHycfx74Z46HeugZ+VsyeoZqVzUPVD9EZ1Un7f4O7DcaxnCjZFMo8+fzzpM6cwZlpnclTly1IEqbjZK95sdWSvc8wY3r1xK6kfw30YM6bsyFUmZ6UfSsEQRTuRtt2xO5NL4O8FSvfe8NCAGRSO4mpKiSSCR3LfPzcwB4vRt0JncVyaQxVNbxARNVsXSMn479hJe7X+b0/Ck8Vg+PVj/Mx6xVtE33o772v6HOXwBAr9iJ1vacIaKq7wXrzbl6KS1F18QRXhx5kSPjb5DRM+z1t/MH+/4lD9d8CK/N+D2/PfnWzfXe6Brm+CSW8DCWyDDW8Ahf4hjurr/C2hUvcJfEpe5SzYHCZDz3qmS8S9B0jaHIIKfne+kd/xmnZk4yFBtCExpW1cq24m0crDrEV9t+jbbSHdS4a96XyYPTS9N5AdU9083FqCECt7jraPe385W2r9Lu71grADNLOafJKNXLD8ANDUN4DCVXcCfMDkRxnZGot/Wj+RhyUVIP7kBBclwym6RnppuuoX+ka+IIY7ExLIqF9ooOfmvPb9MZOEytu/bW7BihQ+jiOqV7Ayui0FuDXt6CvuszudCIVmOo7UYHgyzNFzpQkz358Aq9tNkIrtj9eUSwA1HeekuDSSSSuwUpqiQSyV3L/Pw8iqLgdm98OVQ6ZQw0dTgcG77t9xuarvHu9Lv8eOgFXh17hYyW4YBvG/+z7wAPTvdjf+UvjHkzvjr0uvvI3Pd76FsOX/8w0Mu893sz7/Hi8M94ZewV4pkY24u38xu7vskjWz5CRVHFmtesTv8TQpDRBemsIK0J0ppOKmtc6okwtugIjugIzvhFXPGLeBMX8SbHMYsMABnFyqwlwKjwM5ypw127E91VieINYPYGsPsq8TodeB0WvA4LRVbTuoJOCMFEfCI/TLd3/jRnF8+SyCZQUGjwNtDobuITW59jR9kOmrzNWN6nB7aT8Ym8E9U90814bAyABk8D91Tcy9d3foN2fwdljjJjkOziIMrIm6vCIXLuU86ZgVUznIob0IMdxiDc4npESQO4Kq44w2k8Np6fG/Xe9HuktCSVRZV0Bg7zncpDNFmbqCoPbG6J2tL8SlhEXkSdRckYcfXC7jNEU919RpT4cuneOmL7psmmUKZP53qhciJq0XALRVEZeqAd/Z7fMPZz1d6NKx+USD7gSFElkUjuWhYXFnG73ZtyMJX6AIiq0ehFfjz0Y3489ALTS9PUmT18XXPy5Ph5KoeGEY5S9Lr7yO5+3giXKK7bkPfNZDV6Zk7x4vDPeGPyZULpBUptVewvfpqmosPY9EoWJ7P8l+EQsdQcsVSWeCpLLKURT2WZj8SJpVr4P/+PM+jZDDXKDA3KJA3KhHGpTrJTmaRMieTfc1yUMqhX8YZoZkR5gDElwLipmkVTGRbVhIpONBPGPltMbEIQSWTQxTQwXbB2i0nB57DgLkpicY6DbZS0aYSIGCQtogD4LH7q3Nt5uvZL7CzbQbu/jdIiF6FQ6H3XnyKEYDw+nnOieuieeY/JuDHQtsnbZJTQ+bbRYfZRGp8z3KYT/wNl8c8N4bQ0t7Ituy9fmqfXHsrPcxLF9VBUds2lbWktzbHZYxyd6KJr8gjDkWFMipm95Xv4+s6v0xk4nI9b13WdxcXFq2/0WskkjCG2qxP3ZvpQ4jPGZzTZEGVbEeUt6NufRC9vRfhbjWG2mxG1LgQsDhWGSUyfNsJfTDZE5U60po8gAu1GGp9vy+2NfJdI7mKuSVS9/vrrN/Um999//029XiKRSG6ExcXFTXGpAFJpowTsbhNV8Uycf774Ej++8A8cWzyDC5XHllI8E5pnpz6HqDlArP1bJFs+glK5MnRXCEEyrRFLZfM/8ZS26vry/dolt1fEUEQbJ2V7D1zHUa3z6Fk32fAuMpE9RJPVDKMAEYqscVw2c+7HhMtmxmkzU1Uk2J4dwi+6qKSXBlsYb3oSU67UKmNyEC2qJe7cwqL7PibdW8h46tF9tVjsTspMClUmhfvWOejUdZ2//2//jQfue4h77rkHXRfEUlnCiQxTsQh9832cXexjJHaOieR5ZjUjut0sXFjTWzClOjHFg0QjAaIZJ6PAGwDEgLcxqwoum4kSpxWvw4rPYcZbZMk7YD6HBd8lt70OCy6bGVXduINkIQSjsVHDhZp+j57ZHqaXplFQ2OoM8qAtwH5rPe2JJYqnR1HO/ieUZGjl9UXliBLDYdIbP1Q4/NZx4ymcU/Epjk520TXRxTvTb5PIJih3lHOoqpPf2PVN7qm8F5dlA+cf6RpKaLiwbG+2zxCKwuglEr46dH8L+vK8J3+r4axtZgJeYnFFPE30GC5ULh1SL2kwyvh2fAoRaEdU7ADT2jEBEolkc7imf/kPPvggiqIgxPUHiiqKgqbdrukXEonkg0wotEhZ+ebMkUqnUqiqisXy/izRulaymk40leHd4Zd5uf/v6IqfJSU0DiSTfD+WYKdaz4T7YY7VtvPfzNsIpVVCQwlSA0niqbeIp1eEkaZf/v8RFpOCMy+EVsSQ2xlH97xLRHuTjDaMXSliu6eTjpKH2Fm6F4/dtuo1ZoqsphURkVhEHXsbZfQt1NG3UEaOo+hZMmYXo6ofU8MDLHjryHjqyHi3oDnK82fpTcD1dHipqkpJSSlj4xfxLLg5Pd+bL+UbigyiCx27yU5LSQsfq36UttI22kp3rEm0E0IQT2mEEhnCuZ9QIsNiPM3UQoQ0ZiLJLKFEhtGFBKcTkfxzM9ra/asq4FkWXTmhtSzG8rdzgmz1bbfdjEk1/r8+Eh2me/o9uie66Jk9zlwmggpsVxx8JK2xPxKhPRbGq48Yn8FdZQglfyv6ticKhdMGlbNl9Qwn5k4abtTEEfrD/aiKyq6yXfxq61foDBym2de8McN/YzNG4t5q8TR7Lh+/LhylRlhEgzHvSZS3Isq3bf4QWy1thEeM96yU8i0M5NZUjB7oQNv3VWOobqD9pkSrRCK5ea5JVN177738/d///XVvXAjBZz/72et+nUQikdw0QhAOh6mrr9+UzafTaWw228Yc1F0nQgiSGb1A0MSSqxyidJZ4stA1utQ90pNR6vS3sLrfZsgzw4wFajIZPh4x4Yxs5WR6L7+vt6Bb3bgSy6ImhdNmxmZWqXQ5cNstOHPiyGU347SuiCWX3VwghqzmlZK2cCrMy6P/zIsjL/LOTA8WYeG+4P08tuU3ORTovPxMpcgE6sCbhoAafQt19oyxP9xV6DUHjDP0NQd44+ws3ceO8dw9z93UftaExvjSOP2xfvqjFzjuOs5UYgrt5xomxUSTr5ldZbv47LbP0VbSSr23AfNVXApFUYx9YzdTXbzici6XqV2u/E8IwVJaKxBi4USG0NLq24ZzNhlKcnYySih3fzprOCsqOlXKHJW2c9iK+kk5p5hyRImYdExC0JpK81Qyxb5kimZ8KEVVZDx16E31RMsaSJc3UVTRgNm+OWJiLjHL0cmjdE108dbUW8QzMUpsJRysOsSvtn2FA1UH8Vg9N/4G6bhRundpbHmuRFGY7YiybYZYbH0Wfbnvyenf/JI5ISB8MZ/Ep070oEydRNFSRhpgxQ70hofRDv+OUcZXXC/L+CSS9xnXJKrsdjtbtmy5oTew229xVKlEIpEAyVSKbDaLy7U5B4DpdPq6v980Xawpe1tdCre6XO5qJXRXcoXMqnKJqDHhscA9pn62mruZU97mDfci7zpsFOmCTko55H2A+oZPYi+pxmUz8/ylrlCOqx38X45ENsHr46/z4sjPeHPyKLrQuafiHv7o3v8PD9Y8tLZ0SwiU+X6UUUNEqaNv5Wfm6CVNiNoDZA78JnrNAfDWFhxginOvc72Hm0IIppJTXIheYCDWn7scJKkZbkXAEaTSXknZeBnf+PhvsMO/A7v51pV+Korh9DltZgK+K7yvlkEJXzSCCRaGEAuDXFg4S/fSKD0iTo/dynmTCbMQbM/AIyk3AVGJTWtiQgvSly3nh9kSZpOQXNRhfPXGp4Ap3HbzVcoSVz1eZJQyehwWLKbCvxdN1+hdOE1Xzo06u3gWBYW20jae3/48nVWH2V6y/foTD/Ws0ds124c63UvxxElsoX5jhhXCGFxbUo8ob0Vv/3I+NEIU1xckCW4qyQjKZE+hiFoWd746I0yi5RkjTKJiB9zq2HeJRHLdXJOo+pM/+ZMbfoObea1EIpHcKNFolJQwkTU5mI9n0AVoQqAL46Tw8nVdz12KwktNX36uQCt43Hjs3Kwglinm/37nYoErZLhHlzhHuctE5spzXYqsplyJnKnA5Sl1FuX6hkzrltAtCyin1ZR3hRRAmT2LOvw6DP2SE9Pv8CO7iX/jdBJXFfY5GvjXjR/joW2fpegmo84vR1bP8NbU2/x8+Gf8cvyXJLIJdpbu5Nt7v8sjNY9Q6ihdebKeNQaPjr6FcvEto6xvaQ6hqIiKnWhbH0fUHESvuRecVy7pXJ3+d7nH59PzXIheoD9quFD9sX5iWWPIqt/mp8ndxKdrP0WTq4lGdxNOs5PFxUV+fOYFKrTKWyqo1pBNFs5wWliZ4aSFRzlvUXnPbuc9h4Meu52wCpYihTZ7A8+WtNEeOMSu2odx2K7s+iQzK85YOOeEhRIZwkurnLJEhvlYmsHZeP72Unr9kn+nzYTHmcLquoBmP0Pc1EuWOFbFxRbHXp6q/Ci7y+6h2l2Ot8iCz2ohq4H1ckcqQhgDlFe7TjN9KHPnUTQjSEY4y9F9zejNjyL8bUb5Xtk2sNzCUQh61ljXRPeKiMqNHRB2L6KqHW3vlxDBDvSq9g1JzZRIJLeeaxJVnZ2d17zBP/uzP+N3fud3bui1EolEciWyms58PM18PM1cLM18LGVcrr4dTzMfS7MQTyPYy9/9eBaY3YTVOAEnP/vpubzgWS2ESpxWaksc+RCFFfFjypXJrS6RM1FkNXpcborIOGrfa6jDr6MOv850cp4feTz8D28xF8u9VNlK+VzTx3mi4WmqXdUbshcuRRc6J+dO8OLwi7x08SXC6RD1nnp+pfXLPLrlsZX3zSRQRo6suFDj76Kk40ZiWbADbe+X0GsOIIL7rr9P5xITL5QO5Uv4+qOGCxXKhAAotpbQ7G7i6eDTNLubaXQ14bWuHzHt8XhQFIXZ2Rlqamquc89cJ+m4EZSwMLRmAC6RifwMp4zZQV9pLe+5vHRXlNNTaiamp7GqFnaW7eJT/g46/B3sKN153UNu7RYTdouJCs/1vS6d1fNCbGEpRd98HycW3uZ85F2m0/2AwMkWirMPoia2sxQLcj6h05PK8ncMA8MF2yuymqiyZ9llnaDFdJFmcZHa7AhVqUGKNCPBMWtyEPc1ky1tQdn6CaxVOzBX7UB3lNyQs3rDCGH8O1zugRrvQZk6gZJNIFSz4YptuY/MoW8bYRIljVeMi5dIJHcONxRRc+LECf7wD/+Q8+fPk81m8/dnMhkmJiYKRJVEIpFciXRWZyGezomhnEiKpZmLp4zLWJr5uHH/4lJmzevddjOlTitlLiulLhv1ZU5KnBYiM2OM9p/loQfux6QqqIqCqoIKqKqCqmDct+rSlLtfWb6tXPq8ldceef11PM4iPv3JT9yWvioAEiHUkSOow6+hDL+OujBAQlF5JbCN/1Fdy1tpB1aTlQ/VfJh/2fA07f6OTRkeK4SgP3SBF0de5OcjLzK1NEVFUSUfa/wYj2153AgUSEVyoRL/BfXimyiTx1H0DMLmQa++B/3Qdw0RVbUHzJfpqbrGtVxMj3Cq6BTn+87TH+1nNmWIarfZTZO7iY9UfYQmVxNN7mZKbaVX2eIKJpMJj8fD3Nzc1Z98LSQjecGkLgzhmz6LNT6BGhpCia1EtQurKx8/ngp00Gd30C3idC+Nc2LxDPFsHJsi2F28i+f9z9Lub6etdMfle9M2maQe49jCm3RNdPHm5FEWUgs4LS4OVB7ga4HPcajqEGWOtW5jRtOJxJZITF1Am+7FNHsG++JZ3JELeJITkAYdlUlzkEF1C68qT3CKIMdSQUZFOSKuripXTGO3HMdrt+CyqpS4bPiKrPnQjvWCPLy50kWHZf1ZY+uSiqJMHjPK95adqOV4dW+NUca37Q+MMInKXWC5u9JCJRLJCjckqj7zmc9QXFzMU089hdvtzn/5xONx/u7v/m5DFyiRSO48Uhkt7xjNxVKrnKS1YimcyK55vc9hodRlzYklG80VLsqcVkpdxu1Sl9W47bRis6ztgdB1nVdfHcYzk6az/iYa26+AWc/gdFhvraDKJlFG30EdNtwoZeoEitDRius4Wb2Xf2rYzc/DZ4hl4+zxNvOH9V/nw7Uf3tio6VWMx8b5+ciLvDjyIoPhAbxWH4/UPsJjdY+xy+bHPPYO6jv/B8roW0b5EwLhqjBCJdo+gag5YAQB3GQfy7I79vLoy7w6+gpTS1NYHBa2ZbZzuPwwTe5mml1N+O0VN/378nq9zF+rqBLCiMBeXOs2KQtDKIn5lac6ShDuGkRZI1rd4dwg3HrS3mp6E1P0zBrDdk/MvUgim8BhdrC7bDdfav0V2v0dtJW03bZhwUIIzofO5+dGnZw7iS50mrxNPNXwNJ2BTnaV7cKsWla/CKITBWV7ltkzOOcvoGjGuALhqjRCI+o/Tma576lsK2VmO2XAPblNabogklwJ7SgI8oinmQ7FSOomwokM05FkPtAjnMywXqix1azmRNdKb5jXYaHYrtLAKPXJswTivZSHTlEU6UdBoFtdiEA72u7Pr8yEcvk3fd9LJJL3DzckqrxeL0ePHl33sc997nM3tSCJRPL+JJHWCgTR3KrSu0vL8GKpQqGkKIZQKnNZKXXa8LtttFS5KXPmBFJOLJW5rBQXWQuS4m6UZCK5qUE52WwGq2WTZ8DoGsr0SdSh1w03auwdlGwSUVSOXncfUzuf48dqkh9Pvs5QpJsKvYJPbv00TzU8Ta27dlOWNJ+c54WLP+KN7jc4NX8Sh9nBg8EH+e2GT3IgkcA29i7qu7+GEho2PkJJA6LmINo9XzdCJXx1G5JaltWzdM908+roK7w69irzyTnKHGU8VP0wJfMlJM4v8YkHby79bz3cbjcXL46u3CEExGcKxdKygAoNoyTDK091+o3o8ZIm9MZHctfrEb56dJuHxcVFnB4nfYu99Mz00HP+/+DE3ElSWhKn2cnu8j18pe3X6PC301LSUihSbjGxTIx3pt6ma6KLo5NdzCZmcZgd3FNxL7+/7w84VNVJpbPSeHIygjLevWpY7hmUuTP5fSOsTkMwBTrQlmc+lbdAUck1rcWkKhQXGd8dl3KlYBVdF0RT2UsSFFdSFfXwBCWhd6mc72VL4gyN2Qs4SJIVKudEDV16E8fFQxzTmxhIBjDHTXjHlkXYMF7H+OVj7YsMV8yXmzV229xuiUSyYdyQqDp8+DCJRGLdoZf1mxRfLJFINhYhBPG0to6blFrlMq2U3l3afK4qUOJccZOCxQ52V3tX3KRVJXklRRbMplvbN5BMJjZZVGWxWDf4oFYIlIUBo5Rv+HXUkSMoyRDC4kSvPYj+4B+SrD3Ea+kZXhh6gTf7/xNmxcxDNQ/zvfbfYX/FPZg2Ib0slonxy9FXeXHkZ7w7/S4Ah0p28n3/h3hwcRrnuz9Eif+VESrhb0Nr+gii5oARKuGq2LB1pLU070y9zcujL/P6+GuE02GqnFU8tuUxHq75EDvLdqIqKr989VV6ldMb9r7oGualKczRMVqWuqmK9GD6x3dRQyOGeMrE808V7oAhlip3ord8LDe/qQ7hq1u3NyyZTXJ6/hTvTb/HOxPvcDZ8hrSexmVxsbd8L1/f+XXa/R1sK9521bj2zUQIwWBkMD836tjscTSRpc5Tx0dqH6Uz0MmekjZsoYvGnKd3/hPKTK8hoiJGTZ5QTIjSJkR5C3rjw8alvxW8Nbelr0hVlbzgIR1HmTyNOte9Mlw3Omms2x1Ab+xABJ8lHdiH5t9JBTbuTWTYtpThsdXu2FK2wC0bnl8qCPvIrpPaaVIVPHbzmllilxNjy9fdGzz4WSKR3Bw39A39e7/3e3zxi1/ky1/+ckFccTqd5o//+I95/fXXN2yBEonk2hFCEE1mC/uT1hVLhohKXpJGZ1YVSpbFkNNKXWkRHVt8udI7W04kGaV3viLrzQcrbCKpVGrzRdVGDP6NTeeCJd4w3KjIuNHQHtiHtu/X0OsfQK/ay9nIAC8MvsDPu75NOB1mR+kO/kXH7/PolkdxWzdm4OpqUlqKoxNdvDjyIkfGXyelp+mw+fkDUcIjE+coGfwRwmQ1kst2fw695iAiuB/sG1tumcwmODp5lFdGX+GNiTeIZ2LUurfwbNOzPFzzIbYXt6w5yy8uTaq4BpRsAnN0HEt0FEt0DHN0FEtsPHc5gaIb7msVKiFcZGJWLMF9sPOTOeHUgPBtuWrPTCKb4OTcSXpmuumeeY/e+V4yegaP1UObdwe/seub7KvYR7Nv66YI5OshkU3w7vQ7+cjzqaUpbCY7+/wdfK/lVzls8lITmUa52IfS/UOU+Qv5/STcAXR/K1rrsysDc0ubb6pfbsPQNWOtq9L4lNkzKEJHWJyIqj1oOz6JCHSgB9rBXVXwchVwA267hZrrmLe7fCJrtRuWd8cuccvGFhP0TkTy9603+FlRwGu/tCdsVaz9qt4x36qh0B675X393S2R3KnckKj6t//23/KDH/yAH/zgB2sekxa2RLKxCCEIJ7J5x+jSvqSCMrx4Oj/ocxmLSaF0WRQ5rTSWO7m3vmSVk7TiLPkclrvmzGcymcLt2Zx+KrgJUZWKol48uuJG5QbY6uWtaNufQtQ9YJTJ2dwsJBf42fBPeeEX/4H+cD+l9jI+1vgMT9Y/RYO3YYM/kTE3qHvmPV4cfIFXxl4hpiXZLsx8M7TA49EoFeZF9OB+4rt+jdTWhyDYfsPzczRdkM7qpDV9zWU4GaV79ijvzb1OX+hdMiJFhb2eDu/HaCo6iNsUJBMTvHZK5yVt4JLXC0bHNBbDAbp/PpqLxhdkNYFTC+PXJvFrk1Rq01RqU1TpUwTENGUs5teWwMao8HNRVDAidjCif4hh4eei8DMuyslghkFQhsBmVrGbTdgs09jMs7nrav5+syVNyjRITDlPWJwlpA8i0LCrHgK2VjqLv0S9axc1RXVkU0lKVQ+RsJnT8Sg2iwm7RcVmNhnby13fzAPii9GLdE0coWviCN0z3WT0DEF7GQ/aqrjP6WdfaBpH949RUv8NAGFzG4Kp+l609i+vlO45fJu2xutFXZpFnX0L09QxQ0RNHkNJxwxntWw7ItiOtu+riECHEbe+SWJWUZR8OmjwSrPGLkEIQSKj5XvBFpfS+Yj71fH2yz1j56bWDn6+FM/qWWPrOGQFYR65xz128y2vOJBI7iRuSFT99V//NX/5l3/JoUOHcLlcBUEV/+Jf/IsNXaBEcjei64JQIsNMJMnIVITUaIqFpcy6ZXgL8fSas5Q2s5p3k0pdRn/SchlePsQh5yx57B/Mev10OoV1I5yky6BpGmbzNXyFammU8e5cuMQbxllxPYvwVKPXP0Dm0LfRt9yXb2rP6hmOTBzhhcEXODJxBFVRuD/4AL+557c4UHnghkrAhBBk1xUxgnRWY2D6KO9e/AFH46dYJE1NJsPnY0s8nLZQ5NrDePmz/LJ+D5P2BpJZiMYTqKesZE4MFm7zMiJpWexkVt1eUwZlimN2ncHiPo3JeQFF1dAS1WSjD5GJ7CCaKaMfgBhW8wWsJhWrWcldqvlLl5qhKnGOe0Q/WyNxKrUpKrQp/NoUDpHIv11U9TJvqWLeWsVxaweL1gBhWxVhW4CEtRSTScGkKJhUhVJVwa/CQUVBRXC06wg797RTXhkgldVJZXSSWY1UVieWjjGVPsNM5gzj+hliYgR0HZPuxpptwpl6FpFsIJ0oZyALfVmNjLYE9F3z79NiUtYIrXWvW0yrRJ+K3Zx73KJizz2mqhnGk730R97mTOhNZjJzWFDYq9v57XiCB0IzbMleBNWCKG1G+FvQmh5D+FvQy1vBE9yQHrkNI7OEMnXSKN8bNxL5KiNjAEZISqAD/dB30APtRtLk9cb13wYURaHIaqbIaqbKe30nMZZnja2ZL7aUKShLnI2l6J+NE8oJtsvN1HPZzPleMI/DQpFZUO5xrgizVY5Z8SpnbCP6ZCWS9zs3JKo+9KEP8eu//uvrPvbjH//4phYkkdypaLpgIT9Daa2rZFw3xNLCUgbtkoNKh0XNu0mlLis7gt5V5XarAh2cNpy264j8/QCi6zrZbBarbXNKjYQQaJqGxbyOaBM6zPQhBl9DHXoN8/hbqJklNJuXaNUhwvf8EfMVB4k6akhrwhAZwzqj8S56Fl6iN/IaCT1MmaWBfa4vUm05hBJz8kqPzovaucuLmNVCaR1hs5JyJtiiTNNqew/Fc5p+9wKTVpXSrMZ9MUF5pIax5C7+Ud/On4lK1EUF66QhWmzmCSwmFbMisFuNA6XVgsZqVnHazOuKHYtp7XPTIsSF+FucCXcxGDuJQNDk2cG9/m9wsPIBAs6qNa+1mJSVv31dMwa9TvbkIq17jDIuPYuuKmhqgIy3mqy7gyV3NRF3NRl3NRlXNcJqlK4X536uh8XjS3SUZDm0v4ZoOsqx2R66p7s5OdvNudg5dKFT5ijjUHkH7f7Psq+igy3uusv+m9V0QSKdZXpuAbvTTUYXJDM6qYwh1JLZtdeTGd0QdNnl67nHc9fjKY35eHqN6Euns/iUc7gd3WScQ0wXhcmogspMlgcTCe5bShJMOBnRSjgntvEf9FrOihqGqMI0ZcU+t9qJu4jNMlYg3GzmZXdt9fVCoWeIu3WuX68rJ3SU+f7CMr6ZPhShIcwORNVutO1PE/Juo6j5fhRv9ftLAN4CbnTWWCqjEU5m86WJoVXCbEWkpZmLJpiIhK86+LnIaip0w4pWlSUW9IqZc06ZUTkhxZjkTuKGRNUzzzzDu+++y/79+9c89rOf/YzHH3/8phcmkbwfyGj6KqF0lWGzS+k18bxOm6lAEO0t8Ra4SSVFFsxakoZAGW7HJifJ3YEIYRxcJjIa8XSWRFpjKa2RSGvE0xqJzOrbK49Hl1L0RQIc7RXYh4ykNl0IhDDmwgphbDt/Pfe48bzl+3LPX/dxwUKylZdeWkB59Q1KslO0Z0+wXz/JPZymTImQFBbe0rdzVH+aI/oO+pJ16GEVzgLMGD+mOBbPcSzeHkyOcfSsEz26FyW2n0W9mpMmlbPmOFZTIicqlAJh4rCa8Josa4SHbZXYsZkE/sQAgfAx1NA7dKfO8As7HLFZcQo4bArwzbL72Nb4HBZv9artG8Lo0nKfK6WpXQtT8UleGX2FF8de5sTsCVRFpcO/j+e2/z4PVj9ImaPscn8MRgR3TjypE91GpHw6jkBBlG0zIq33fpF3xrJ0jy7x5DOfuO71XQld6Ewnp5j0TPL3M3/PX/zsL7gQOo9AUFFUQXt5O59oeo52fwc1rpprPvFhUpXcQaeZYq9944bULs2jzPShzZzm2NRbHAn3c0REGbKYCQnB3rTGJ/QS7nFup6J6L3HfdiLuJmaVIkxZncasTjCj0ZnVc4JNKxBohdcNcRdPpVcJPX3N9fV6g67Ealeu0hxltzLADnGBVv08zdnzOEUcHYVpay2jRa1MBh9lxrODsLsJm8WG1aygxZMUDyo4rNM5wWYquDRcvJX7CoT7BxSbxYTfYsLvvvyJqfW+C9JZnUhyrRtW0D+WK2McW0zkH7s0MXYZh0W9fGjHJb1k+f6xIgv2dUZtSCSbzQ2JqldffZVvf/vbdHZ24navWOfpdJqf//znLC4uXuHVEsntJZ3V827SavdoRSyt3B9aZ9isx24ucI8ayp2UOgtDHJZL7672xb78PyWn7falem0Eui5WBE7u0vjJFgqglLZWIOXuX8qs/5r15sisRlHAYTHhtJpwWE0UWc1YVUFKN5ERCmZdoOSet3zWW1VAwThwWn5MUUBFAWX5cQofxxgCbBFJytLjKOF3uc82Q2vmFCWZcXRUZj0tjJc+x7GyA4RK92K2OdhpUulYJYRMJp2zofd4Y+pF3ps9gkBwsPIwT9Z/h/uDh7Gab1JcZ1PGMNLRt1BG3yI6/i7/bMnyv7lcvGezYbHbub+4jV/d+kkObXnklgyIvRi9yCujL/PK6Mv0LfRhUS0cqDzAv7r3j7gveD8+m2/tixIhlKnjq0RUz8pQVU8QvaodvfN7RhlX5e6CMq7w4j+jK+duas0ZPcPF+EWG4oMMxgYZig0xFB8ioSXACd6Ul8OV9/GZbZ+h3d9B0Bm8fQfimQTK3Ln8vCd19gzTc310EecNh4O3HHaWVJVyi4VOZwu/UXmQ/Y1P4SpuKHBufEBwk5eq6WJ90XWJE5dJJSha6MO7cILS0Cn8kdN4UxMARM3FjNhbeNn9ac5btnFObWZRtxvbi+gkFzRS2WlD9OW2ez1STlG4xH273PWru3LG8y9zfVnU5a7fDeERVrOaG49xfd8rGU0nmsyudcMuFWeJDJPhZP52JJld9/8RtvyssdUR9peGdpjXDIEussoqEMmNc0NHcn/zN3/D/v37CYVChEKh/P2pVIpEInH5F0okm8TysNm56Ppx4KvL8CLJqw+b3VrhXjNstjwX5nAnlyNkNb1A9CwLmng6e4nroxWInktdoqX0sggy7r9c/f1qls/GOywmiqwrPw6LCafdTLnbtnKf1YTTas6JJNMlomnV47mSoUv/JzgzM8P/+/+8x6HOWioqbiDSW8tgiY1jiVzEEhnJ/RjXzUvTxnPMkFRqsex4jEzd/ei1nfgcPnzA9nU2ORge5IXBH/HT4Z8yn5yjydvEt/b8Fo/XfZQS+7XN41mXVBRl/F3Ui2+hjr6JMtFDUk/zssfHT0sqOFJVjI7gnor9/FHdEzxY/SCuTUgLXI0QgoHwQF5I9Yf7sZvsHAp08rltz3M4eLhwIHE2iTLda4inyZyIWhgwtmXz5IaqPo8I7EUP7AVX5VUWcH3rjWVjhmiK5QRUfIjRpVE0oaGgEHAEaHA1sK90P/XOeqZOTeHCxWcP3uK5jLpmzL6aOWPEli9fLg6RFTon7DbeKK7gDbuNC2V2VBzs9G3lV2oepjN4P1t9W2/7AaPxPWCmYKTU8iiBZQdyotv4e9AzCLMdUbkLfffTZAId6IEOrN4amhWFZuDRq7yfrussLCzg8vhIayIn3AzHLe++ZS9zPVdKmbwNrtz19MqtuX6JWCsotVwWg+8zV85iUilxWilxXt9JpeXBz+GCnrFsToylCSeyeXHWPxPLC7NIIsM66fZYTMq6ZYpeR2HPmO8Sd0yW5EvgBkXVX/zFX/DVr3513cf+4R/+4aYWJJEss5TOrhJH1z9strjIkneTKrw22gKefBnesnjayGGzG0k6q69yfbIrImgdQbOUvlQkZfOuT+HztcsmQa3GYlJy4sa8RgAVF1kJ+HK3LSsCZ+U5udfYCh93Ws239H/emYzhMF4xSCI3e2hFOK1cmmMTKMLoDdDNdjLuWjKeLSQbnyTj2ULUWsEPXj3Ok49/icampsu+RSQd4Rcjv+CFoR/RO38ar9XLY3WP81T9U2wr3n5j+yM+m3eh1NE3UaZPowiddFEZXcFWftbayStLoyT0FDtLG/l23eM8UvMIpY7S63+v60AIwdnFM7wy+jIvj77CxegITouL+wP38bWdX+dg1UHsZseqPpic+zTZs3IAbbIiKnaiNzyMdvh7iKp2REnDDc4wWrtvhRDMpeYYjBvOk+FADTKTMhwwq2pli3MLW91beazqMepdDdQ567CbCvtR3rS+STQSvZHddO3EZlBmz6CuFk+z51CyxolL4Shl1r+VI4FtHKmu482lMWJagmJbMYeqOvlyoJN7Kw/gtXk3d503wtKCIZ7Hu1f+BhJGhYte0oQIdqDt+hwi0I7wt4Hp5gJnFMUom7Vbb+33/LW6cmuuF/TIXVuv3OrrV3P3V7PalbPmRNu1unJWk4KeSeHzxHBYzbfFlSsY/HwdX3HLg5/Dl/SKLd9e7Y4NzcULShcv7YcGYxxJYRmiuSC0Y03ZYu7SJWeN3VXckKi6nKACeO65jZ9gL7k7EEIQT2nMXSYa/FKxdLlhs2W5MIfqYge7a7yFIQ45N6n4FgybFcI463lVQbP68VUCabnULZpIk9ZgKbPymvUGRF6KzawWCJ7VgqbcZVsleMyGwLGt4xJZzWsEkuUuiMzNiyqTCVNiDks45zZFLxrXoxcxR0ZR9TQAQjWTcVWT8WwhXvMQGY8hojKeWrQi/5rm9ngsRkI5h2paW96p6RrvTL/NC4Mv8MuxV8mKLIeqDvE/Hf5T7gvch9V0HWdihYDQCOqygBp9a8XB8daSrTnAse0f4UU9xEsz7xBKDVOv1vMrO77Co7WPUu2uucE9eG3oQufk3EleGX2ZV8deYTI+idfq44HqB/hu+/e4p+IerEvzxoHzG3+WO4A24qwB9NKthgu163OIwN7cAfTG9Bbq6FyMX2QwNsBQfIjBnBMVzRpiyG12U+9q4FD5IeqdDTS4GggWBTEpV+/FsFospNOpDVkn6TjK3DlM0714Ro9hjQ4ZA3OX5gAMp6ZsG8LfSqblGU4VuTiSnqVr7hhnF8+ixCdoLW3jc1u+SGfgMC0lLai3YZDuZdHShvAf7867UOriEADCUYIe7EDf/zX0QAeiau/7Kor9ZlnXldtkhBBkNLEixm7QlVu5bjxvIb6+K5fMZElnBZlr+H/Waiy5/lD7skBbdf1WuHKrBz/XXuf+jaWyK47YJaWKq/vHLi4kCCci+fvW+/+6qoDHURja4XGYsas6Fb5FI7BjHXfMbTffFeWidxs33MihaRrT09NksysOQSaT4Xvf+x7/9E//tBFruyHeeecdfud3fgchBPPz83zrW9/iG9/4xm1bz93O1YbNzuYul+9LZa82bNZJx5biDR02q+uCZFa7RMwsC5jLiaDsJb1B67tE1/L/kfVK3opypW1eh51qt5lidxFFNvOa0raV24UCyWG9O+rvN5zcDKiy4z/i8/HXKf/Jn2JaPrOPQtZVRcZdS6JiH5mtn8g7UFlXFVxHVLnInQpefYZxJDLCj4de4KfDP2F6aZp6Tz1f3/UNPlr3Ucoc5de4Yd3oi8mV8qmjb6HEpgDQy1sQdfeTue9fcM5byYtz3fx85EWmRt6ioqiSpxs+xmNbHqfZ17ypjmBWz3J8/hjvDr7LL8dfZS4xR6m9jIeqH+LhigN0ZME6dQLl6P+OOvH1/PqFq3JVnPVeROWeDR8UPBIZ4Y2JN3gh9D8Y9g3zf3b/FwD8Nj8NrgaeDD5Fg6uBemc9ZbayG95PFouFdDp9fS/SsygLQ7myvb6cC3UGFodREAgUVO8WqGgz5j35WxHlLSwWFfPm9Nt0TXTx5vgPCKfDeKweDlYd4nPbPs/BqkMU2683v3CTEAJCw/k4c3WiG2X6FIqWXnEhGx9BC7ajBzrAV/eBS+PbbAxXTrkl1RergyoEyoa5csvXb5UrV3Ddcj1Cz7he6rIS9Nmv6MoJIVhKawXDnguE2Cp3bCKUZCGeJNYfuuLg5+VZY2sTFNfG2i//yFljm8sNiaq//du/5Vvf+haRSKTgfiHEba0pHRsb45FHHuGHP/whDz/8MG+99RadnZ1UVlby8Y9//Lat605DCGOG0uq+pNloivG5CDFtkoV4YUnepf/gLSYl7xiVuaw0V7g5mO9PshaEOnjtK8NmjVjhwv6epbTGdCTF8NzSigBKXRqGsOISGf0/hf1Al4t4XY2qkBc6zlUiaPl2mcu6bjnclQWQCbvZdEVr/2aT1D7waBmjjGzYiC9fngHldlRwQa2Alo9DWZMhnNzViA0KZdB14+RAQkvyTwM/5IXBFzgxdxyXxcWjWx7jqYanaStpu/r3oZZGmTyx4kKNvYOSDCFUM6JqD9qO5xA1B9Cr72VcW+LnIy/y4sjfMxgewGv18uHaR3hsy2PsLt+zqe5EWkvzzvQ7vDL6Mq+N/ZJwOkxlUQWPluzlQ4qbPYsTmHp+hDr/7wEQVheiai/azk8jAu3ogXZwV234ujJahp7ZHo5MvMGR8TcYjY1iVa3Um+vZl9zHU/c+Tb2rHpfZdfWNXQcmk6nghGIBQkBsyhBNOfGkzPQZ0e+a4W4Jpx9R3oLW/KgxONffglbSzGIshdfn5XzoPF2TR+jq/gd653sRCLYVb+cTzc/RWXWYttK2G5pXtuEkwwV9UOp4D0piHgC9uB4R6EBrew4R7DBcSPPmh6JIbg93oyu3WvTdbK/c5Vy5wusmSpxWqjx2hGbD6yrKH0PoQqDpK/MGM5qxtmR2pQ96bDHB2ckokWSWSDJD8jK9zu5Vg5+LL5ktdmms/XIpo8dhuSuqWDabG/pW/t3f/V2+9rWv5dP/Vg///ZM/+ZMNXeD18Bd/8RfU1dXx8MMPA3DgwAE6Ozv58z//8w+8qNJ1weJSujDEIbY61GHFTVqIp9fY1DazSrHDjN9jp8RppbHcyd4aL06bGafNnJ81YjapuenvekGp28JSmrFQoiDdbSUEwfhSuNTFWg+zqhQImnxpm9WEx2Gh0mu/bD9QvvfHYqLIVvi4zbw27EDyPkQIlLlzhoAafg31YpcRqW33om+5D+2Rf4uof4C+qRQvv/zPPN76Uez265vPciU0oTEav8jxueO8XfY2P3r3R2T0DPdW3su/OfR9Hgg+gN18hfdLx1DG30O9mHOhJnpQsgmExYkI7kPb/zX0mgOIYAdYilhILvDSxV/w8yPf4eTcSewmOw9WP8Rv7f4t7q08gOUme02uRDKb4M3JN3ll9GVen3ideCZOrbWYZ9ViHk5o7Lp4AlV7F6FaEBVtiC33kTn420YfTGnTDfZBXZ35xDxdk0d4Y/wN3pl6m3g2jt/hpzNwmO+0f5f9FffQ9csj9M9cYKdv56aswWQ2G6IqFUWZPYsy24ea73s6k+8PEpYiRPl2I2hh52fQ/S2I8lZwFsbGR9IR3pw4wi9HXqV7vpuF1AJOi4sDlQd4tukTHKo6dO1u52ahZVBmeldE1Hg36oIxjlnYfYaA6vhVRLADvaodim4ifEUiuQZupSu3mo3slVvtyi3EMySzGsmMRiKVJaOHVsTiDblyRvCJWVUwmxRMqppLsQWEcUw4H0uh6YY4zWjGei7XfmC3qLhsZtw2M+6c2PIVGe0WJUXGifLi3Hyx1VH377ee9c3khkRVR0cH/+7f/bt1H+vs7LypBd0ML730Ert37y64b9++ffzH//gf0XX9rnMCsprO4lLmssNmZ6MpZnP3h9dJurGalLw7Y8vNuSlxWihzWSE3myej62SzgkQmSzytcWYyek2109blfp9LwwwsJspctssIHvNlww+WS+g+SP84JTmik6jDr6MOvYY6/BpKbNooJaq+B+3gt9HrHzAitdWVXhgx2Qtw00J5IbXA+eh5zkXPcT5ynv5YP0ktgYKCx+rhkzWf4nN7Pk9F0WUSBuNzqGNvoyyX8k2dMgaTOkrQaw6gP/AHhoiq2Jlvxo9lYvxy7BV+Pvwz3pl+B1A4VHWQPzn4b3mg+gEcZsdNfaYrEcvEODJ+hFeHf0rX9Nsk9QzNwsIXoxE+HAnRnLmIKGkkWdpGdsfzEOxAVLTBlYTkTaILnXOLZ3lj/A2OTByhb6EXBYUdpTv4YuuXOBy4b/NS7bQM5vhU7mfCuIxNcs/sAAezI9j+/Z8CIBQVUdKIKG9F33+/celvAd+WdcWlEIILoQt0TRyha/IIp+ZOoQmNOlcdT9Q/yeHgfewu24VZ3TzRfEWEgPDoigM10YMydRIlm1wR0fUPkOn8riGiSxplGZ/kA8Nmu3LrVbBsliu33uDwZMZI9E1nNVaf6zZ66IyT79eDohgnxC2mlTmKNouJIqtKkcVMkc1kCDW7Gbfdgq/IjNd6Z36f3JCoeuCBBxgaGqK+vn7NY4ODg+zdu/emF3Yj9Pf3rxF1wWCQVCrF3Nwcfr9/zWtSqRSp1ErD8XJJo67r+RKf28Hq937qfztKRqhkdUEm948lndUvK24Uri1ROK0JlIyWs5VN2M0Cu0XFYlmpFXasavZU9AxepyM/oX25Xtiee77dYsoPUdyQfh8hjOCHywwFvBsQQhCNxnEvSadsGTUdxT39Dp7JLjyTXTjCRjDDUnELkdqniAQ6ifn3oS+LCx2YKExiG1pIMZOx0T+fwmy5evknQFpPMZ4c4mKin9FEPxcTFwhljVImj7mYWkcTD5U8Q62jmeKsn7eOvMPu3U8ws2BjZiEEgDU2jmv6Hdwz7+GaeS+/9pQzQNi/j+i9nyDm30/Su+ogVIfM+CKnFt7hrdmXOb7wJhk9zTbPLj7f+FvsL7sfl8VIcOufSgEbFJCQYykxSd/of+fdhTc5lp4kowjaUim+Fk/wYNZGaXEzSzW7iZft4njpTrJWD9Fo1KhSEApMJYHkhq4pkV2iL9TNiYW3ObnwFuHMAg6Tkx3F+/nq1t9nZ/E9eKw+ANJxOB0PF7z+YlQwnbFxbnbpiu9jzsRwJKZwJKawJ6ZxJKew5247EtPYUvMoq75NU9ZiEo5KIsLDoGil8fCzLPm2kfQ1rS0tjQPxlRL5RDZOX6iHk4tvc3LhbULpeWyqndbiDp5v/G12Fu/HknYY+zWtcGYiflP78HpQ01Gc86dwzR7HOXcc59xJLEkjKCPlqiFctpv4nu8RL9/NUklb4WdNAOPh9Tf8PkB+x24ect9uDte7X60mBavJhNtmAjb2RIzhYumktdxxZ24sQVrTyWQL719Ka8RSWeLpLPFUlnjKEGeJjJYXe+ms/v9v77/j27rvQ///dbAXSXDvJZGSSEnUFmVtySOeseMMZ3skcZo4bnYzmt50Jm3afnv7y2h6e3N727RpmqRxepNYHrE1LFt7T4uUuPcmABLzfH5/HBAkRVKiRFLDfj/94IPAAXDwwSEMnTfen8/7TSAcZSAYIRpTxJSaNANnIcZH4v/ED4UiV67kO026rqOUuq5z++k+5rpG+eSTT7Jt2zbuvffeCc1/f/zjH9PQ0HA9u50xv98/YaqP02n8VaZaVPztb3+bP/mTP5mwvb+/n1hseidjc2GkehlAc98wUabfHfxaZvuOfKMxWe8mIW4EK1GWa7VsNJ9mg+k0VVotFk2nWWXwq9hSXtfv5w19Mb1tydAGHAU4NY09l/Kfv26e4jYdzdaD2dmI2dmE2dGEydGGpuko3UosmI8+vJjYcCGx4SJ80RRagH2Jx/vRWMT5515jrek8a0znWWN6k3zNCMIu6Pm8pC/ioP4ODumLaA1mQA9wDqA3/qNjdl3CknIca9JpNHOQWDCXyMCdRAeXcTjq5TAAM2tiO5aFKAu1JhZZz2LxnKU5qZuzTogBS0MRHvF5cPjncylcwY/0+fw5adCjQe3IHmZvLJfTrD1YPOexeM5jdl1CM8WIhTKJ+RcT9S/CN1TCq5h5FYALV98f+bzyy6Pka93ka93kaT1jLhu/k7XRvophZaZNpdOgMmghgxa1kBaVTovKoFVl0KrSCQVtMHYp8StgRE8nJhmBwmTrxOx5M/6a6tE0Pf6aKoj6F+IbLmWPsrAHgBvz76aZGAu1JpabLrJcq2W5qZYyrRWTphhUTo7rZRxXGzmul3FCn09PMAW6Rx4dneK1CiHE3DhV30Fl3sxbQyil4/P5AYV2jdPTfb7ptdC4rqDqgx/8IGfOnKGtrQ2Px5OIpIeGhuju7r7Ko+eOzWYbl3UCEouJ3W73pI/52te+xhe+8IXE9cHBQQoLC/F6vSQnz25lqmsxNgj88t1l9IUUvQGjmV3/cARfMIovGI2vWzLm7V5OA8ym0SlQSili+vSCLouJ0ao38ayUVVO4HTajXGk8I+W0jpYvdYzpZTGSwTKum3FYNJxWCxbzyMgEjHwj5Ru3NvEtTykc/TXxTNQbJHUcwBwdImpLYTBnHS25H2Ywdz2hpOJEg88nrvEp6uoucfjQITZu2oTFaiEQHaQxeJHG4RqahmtpGr7IsG5kArJseRQ5yyl03kuRs4wceyFmbfSj0RLx4wo04R5qwhVowT3UhGOwAedgHS4tiNLMBNKX4M96hNqs1fizVhF1pLEQWAh8ZNxLV9T7L7C/6xUOdu2kP9xDliOP6sz3UJ25nXx3yYwO7ThKYfc14O4+ibvnJP6eo7wRauQVp42XHXZMaCwzefl40jKq8h7Amb4yMYVy+xV3Ozvv2agepXbwNCd693Oidz9tw41YNCsLU6pYlvYplqVVk+XMn9brtA534uw7j6vvPM7e82itR0kOt2Nh9IuxiMXDsDOboDOHYccaWp05XHTmEHRmM+zMIWRPg3g5dTewIP4zmaaGRk6dPs3jjz8xbnsoNsy5/uOJbFRPqAOryUZFygqq0h5kaepaspx5U7yMOfgsUArrUBue7hO4u07g7j6Bq/c05ugwSjMzlLqQQMYWGjKWEchYRjBlHi7NxHpg/eyM4KZ7W37G3iBybOfGjTuuiqiOMQMqZhS/CMezSUYGShkZqfj2UHTMfWKKUCQWz0oZa8pGMlLBRBZLEY0Za7R0XXGN9T0SlpZkk+ye+bR3I9uk4fV6r3k5kHmS9imTua6g6ty5c5w/f54FCyb+k/M3f/M317PLWVFQUEBHR8e4bV1dXaSmppKaOnnJWbvdjt0+sSKRyWS6qWuwxj73B6uLsdmuPHlX1+MV+y5fXzWmAMVoYYoQl8dgFrNGst2Cx2GsaxqZymcxm7BoxoTCSCRiLNDWjQBvOBwcV6lvqkozY5njhSYmrKmKF4+YbA1WotS4dXxlvbGV9xzW23P6gTF3Wic1NeUtt+ZvnMHW+LqoXZjq96AFOuProqrRN36BcOkWVHYVbpMZN5Azw6fr6/bRk3Sc5/vOUhuooT1olPVOtiazIGkBj2Y8woLkBZQlleOxeNDCfqOH1WAT1t43sPrizYB9TZiDfYn9xuypRJILCXiL2O9LY9HdHyV92b1YbW5SgakKW9cP1vNiwwu82PACjb5G0h3p3FdyD+8ouW96VQKnw9+Jqe2YUUgg/rs56udlt5OXk1M57QaL20t1aiXfmPcQW4rvwmu/9lLcM3nP9of6eL31dfa2vsa+tn34I37SHRlszNvIxrzfZ21ONW7r5F+AAUa1xO43jWbBnWcwdZ4xLscrzimbB5W1mEZvJSd8y6m44x1E3TlEPLkoW9K4XdniP9fz/afWq9FuHmZpgZdGX6OxNqp1L0c7jxLWw+R7CrizaCsb8jayKmvVlYuXxM3KZ0HYj9Z23FgD1XLYWBPlN/5NVMkFRi+opQ8SzluFyqnCYnWRwvUdg9vF2+Yz9iaQYzt7dF0lZg4NhyOo8BA2i5mwrqZe/3TVwhgT11pdvu0a24sZX4nH15hM9VCzScNmNopkuJ3WxLma2242Cl2MKQXvdVlJdRktdZLjRS0cFhNmYvzzPxwDwGW3ztr7S9O06zq/n+79ryuouu+++yYNqAC+9KUvXc8uZ8W6devYv3//uG3Hjh1LVAN8KzPF+z2luW2UZ125fLBSioHhKD1TNeGNB19NvcN0B8KEL4vArOZ4bym3jbJMT7xUup1Ul9EDwR0PguwWExaTieHI5SXQo5f1fDKq//mDUToHQxN6RA1HYleteqNpXBZ0WSYNwkaLZ1guK4YxWhBjbNDntF65JLqYQnAQU+NeTHV7jCp9PTUoNFTOUmJLHzOKSxSsBatr1p5yMDzI7xpfZkf98xzrOobJbWJecB6r09awIHkBi5yFFIRC2PyNWAcasTb9EquvCctgI5Zgb2I/MbvXaP6bVMRQ/oZ4L6siosmF6DYjez0wMMBrzf9NUc5a0m2TBwGdQ5281PgSLzbs4FzvOdxWD9sLtvOV1V9jVdaqmZXEDvvR2k8aJ8+txzC1HUUbaEIBtUmZvJxZyCtFRVyI9GM321mfu4E/L7yTjXkb8VwWXMylkYIMr7Xu4fVWoyCDQlGZVskHF36IjXmbWJS2aPJy8P7O0cBpJHjquYCmG7MPlLcEPWsx+qqnUNlL0LMWg7cINBNnfvcytTU1FBduntXXE9EjtA63cmToKCfSTvCuXz9Mk78Jq8nKyqxVfGbZs6zP20BxUvHcf8mjx4wAs/VIoi+U1n0eTemjJe2rPhAvab8KPFMUUxFCJChllC0f2wsrEcxELisQMdm2yYpGROLFIa5w+fLzrKuxmLQJzZBtZhMWk4bJpKExOktJVwqzScNuMWHSjC/RrfH7BiMxwlOkkFw2M8kOS6IxsddtlFkf6YXlnVCKffaq/V1zH8BbxHX9q/7UU0/xwx/+kN/7vd+bcNtf/MVf8Id/+IczHtj1eOaZZ/jJT37Cr371Kx555BHOnj3Lzp072blz500Zz61K0zS8LuN/iPlXqdI70j28czBIfXsPYc1O71BkXJ+qi10BDtT10hMIT8hWmU2jAdjlfaqK0l1kuO2J7alTNPdVShEcKdE+aaPe0T5VE26Pb+8NhCftbRWbxtc0TqtpyuqEV+tTZQR2EwM4p9X81mrAFwsb34zX7TYyUa1HjSp3KUXopVuIbPoKeskmcKXP6tOGYiH2tu5lR/3zvN66l5iKsTZzFZ9PvZfCMxdYnevE0fkG1sGfYgn2jA7XnhIPlgoZyl0XD5qMQEq3X33a7+iU2vHv94HQAK82vcILDS9wtPMIVpOVjfmbeLLyKTbkbcR+PX2y9KhRprv1aCKISpw8W13oOVWcnr+Z39kUr/jraAi04DYPszFvEx8rvJP1uevntGLg5YLRYQ52HGRvPHvTMdSBy+KiOmcd31j7R2zI20iGc0xJ8VgEree8ETh1nsEUz0JpgU4Ao9x8VoVRcn7lE6isxaisSrDPXXCoK52OYAeNgQYahhppCDTQGGigZbiFmDKmFLqdbt6Rcy+fy/0Ca7LX4JrFLwgm5WuL//2PYGo5gtZ+3GgnoJlQmRWo/FXE1n4SlbcKlV4+rhqmELejkexNMBojHB3ty5QISC4vaT6dAOYKWZzrzd7Yxyx/mHjZCHi8Lmsi+BkbCI1vFmzGbjH+bekf9GFzOInEMKbUxc+BAvFiEL5gNNE0eKRh8FRtaZLH9KXK9Ngn9KXyXtYgWPpSXb/rCqo+8pGP0NzczNe//nU8ntGsSDgcpqur66YFVevWreMnP/kJX//61/mbv/kbIpEIP/nJT1i7du1NGc9bgaZpJDmsuG1mvObwFZvUKqUIhGNXmHYYpqFnmKON/XT7wxOa8po0jDSwZyQIizcJjjcRHnt9foZ7xkGJUkYTvckDtejEIGxcds3IthmZtaExjYaN3lzTaQ5os5hwWY0PUY/DOhp0TdJH65YrO6+U0dy0bhda/R5MjW+gRYZQzlSjX9S930Ev2QKpJbP+1LrSOdp5lB31z/NK0+/wR/xUOLL5rK2Q+7rbyLz0SzQUIezEBuYR9ZYQzF2byD5FkovQ7TOb8JT4BlBXBKPD7GnZwwsNL/BG2+voSmdN9lr+R/U32Vaw7doyQ0pBf4Nx8tx2FFPrsXgpa2MNjMqqROWvJrL6E5x0J/Gq/yKvNu+kte81km3JbMnfwucKv8zanOrrC+CuU1uglb2tRu+oI52HCcVCFHgK2F6wnY35m1mRuQKb2QZDPWgdY6btdZ4xsi0x41tJlVJoZJ+Wf8QInrIXo1JL56znlVKKvnCfETQNNcR/N9IYaCSkG+tzPRYPRa4iFqcs4f68+ylyFzN4aYD2ug4+s+bZORkX4QBa+4lEBsrUegTN12qMOSkXPW8V+oYvGtP5cpeBbXabGwsx1kg573A8wBkJYIbDEbp7/dj6FOGYGhPwzDx7E4xce5PdybI3dos5Xs3YuOy0mfG6bFMHQmOqH4/dT6Li8bjbjOa9k2WlR86HBuJBz8CQEQD1xy8PDEfo8odGbx+O0D8cpX8oPOnr1jRIcYwEPkaQlJVsZ0G2x8gSuSZmjFKcxuyht9QXuLe46wqqwuEwX/rSlyaUOAwGg/z7v//7rAzsej322GM89thjN3UMb1eapuGxW/DYLRSnX/1b2+FwbPy0w3jmy5iOGKZtYJhTLQP0BML4JqlOmOqyjst8GcHYaOYr3WMnIz4lcrJAQ9M048PRaiZ1lr9kjsT0SaY4GgFXYGyAForSM+hHma1G6dH47T3+8KSB3XQaJFvN2rjM2ZUCsWtqkDzUhrl+D6b63ZjqX4uvi7KjCtcR2/gl9JLNRr+lOfqGvLa/hudrn+PFhh10hAfIw8IHfX4eGOilNNIU/7a+mujaZ2gx5fFfO0+wbfOdeL3eWR/LcGyIVmcrf3/hf3Lk0GGGokMsSV/C55Z/nruK7h6fibmSQHdi/ZPWdswIpoaNqYjKW4KetwJ90YPouSuJZFVwvP9NXml6hV0N/0bXcBfpjnS2Fmxje+GdrMpaecP6GsX0GMe7jvN62172tu7l4kAtZs3CiszlfKrqGTbm3EFJJGoET+deQtv9d5g6TqP5jbVtyuIw/l45VcSqPmgET1mLwTE7q3s0tAlThv1RP40BI+s0EkQ1BhrxRY2qTjaTjSJXEUXuYjZmbqTYVUKRu4g0W9qEk6ZD0UPY7LPUpEbpaN01mFsOk1L3BvaeM0ZmUsWMLF3uMmKL343KW4WevwqScmfnecVtaSbZm2Ak/pipLsfvN9nlm5W9Gc3iXHmb3WKak+BhZLaOkREylij0D4fjwVF0TEA0JjiKB02TNdE1aUyYMpfndVKZm5yYUpdst2COBcnPTCXVbcfrspJkt8hShNvAdQVVP/nJT6Zs8vuhD31oRgMSbx9Om5lCm4vCaUQ0oUgskfkanwUz1oN1+kKcbfPREwgxMDwxAEtxWqYOvtzGmrCRDJndOvOgwGo2YXWaSHZe+SR3siZ/VxLTlRGQjcmWjQ3ShuPVeIbHZNcC4dE1bb5glI7B4Phpk/HLl0smwDrTWTaYTrPRdJr5pjZ0pXHeNI/jlo2ccq+g3rUEc9SFu8GMs82My3Zh0kDtalMkJ11/onQ6mt7gxZqfsaP7KDX6EN5YjHcEhnggYmJp5gqoXIOev4Zw3orx08FaW0E7maj+ORMRPUJ9oJ4LvgtcGLxAje8CLcMtkA15gTw+WvEE9xa/g4KkwqvsaGjMOqh4MYl+o4y2cqaj560gtvrjxhqY3BXgSicSi3Co4yCvNr/ErkNfoz/UT7Yrh7sK72J74Z1UZSzDfIOmeQ2EBtjXto/XWvbwRtvr+CI+Uu2pbMhayyeyN7M+okjuqUV745/Rur+KFjV6V6mkPPSsSmJV749P3VuCSps3Z8G3UoquaCc1tgv886V/NqbwBRrpCRuVaU2YyHflU+wuYbl3OUXuYordRWQ5sjFr0xtTJByetMDRtPg740114xmotmNoIR8KDS21DL1wDWrVk6j81aiMhTCTtXdizoxkby5vnDqxiIAR3IQvvzxZAJMIfozGq5MFP3ORvXHZzKRelr1xxB8z7nK80u9IRsdu1ggO+clK8+K0W6+avbmZdF3hC42ZMjc0GgiNBEFjf/ri2waD0UmXCVhM2oQpc8VprtFtLsu4rJHXZQRRbtvVg6PR8wIpAHK7mdan9Q9+8AM+/elPJ65PFVABLFmy5IqPFeJ62K1m8rxO8rxXXxsSjur0BsKJSoeTFeOo7fTT7Q/TNxSZ8HiP3TJh2mG620Zmkn3MNiMwc9pu7LoFs0nD4zCqNMLsTe/SdUUwOES08RDm+j3Ym/bg6j6JpnQC7kLa0zewy7uWS56V9KkkhsIxtEiM7DGB3ciUTiOwGwn0otP6htNlM5NtGWKV5SIVpnP47Gc55uzjmMOKTUF1yMz9ah5Z7g0Mlq7gWEopF+xWI1CLmnG2R3HbBhOZubAyoSuuOahSStEebKfGdyERRF3yXyKiIlg0C6WeUpalLuNdue+iZk8NH3nocRYtWjTJAY3GiwiMWQc1kn2wOFE5y4gtuD9eRGAlpBQlmgEHo0H2t+/j1ROvsqdlN/6In0JPIQ/Pe4TthXdSmVZ5Q05YlFJcGrzEay2v8Xrra5zoPoGudBY6c3i3KZs7tTSWtF7Ccv6fjPubbaiMhUbRiCXvRc+KZ59caXM+1p7hHg51HORA+34OdhykY6gD3JDdnU2Rq5ht2VspdhdT5C4m35mPdYYZvVA4jNNx9Yp+RIbjgfSReEEJo6AIgHJnoeevQr/js+h5K4llL6NvKDrtL1jEqLHZm8uLCAyHo3T3D2BtjxDRVSKzE45cIWNzlezNSMA0W9mbsVPPRoIbe7xtybjLE9bg3JzszQjj5D9Gaqrrhr1nY7piMDjJlLrEtLromGApzMBwPJsUjExa8Mpq1iYEP6UZblYkgqPxWaWR9Udu2xRfBoq3tWkFVb/4xS+uOzCayWOFuB42i4mcFAc5KVc/6YnGdHqHIqPB15iS9CPrwep6hujxh+kbCk/4R9RlM08yBfHy9WBGFuyW+xBWOlrnWUz1u7HW7cHRtC++LioNvWQT0dUfRS/ZjCW1hAKgALjjWp8ivm5tbLZsOBwjEAxh6XkTV+dRUnpO4Ok7zmmti9963PzA5SSCRmksh+rQCgLRu6mPJXM2HGW4L8bQpRhD4QuTTq0YbxHf/+9eNHrRNCNmMaGBZkzB0ADNPIzmaEJzNKLZm9AcTWA2+lcRSUcLF2EK3Y81XIQpnEezZqMF2I0iEMhg/29a8bzSS4HWRYWqYWG0hvLom5SEa7GpIDom2h2ltLoqaS98gM7kJQwmzcdqtWK3mLENmbDVaSjtEnWBI5z1vc65gUOE9SD5rhLuzn8363O2UpZSjt1qxmY2qmnazHNzshSKhTjccZi9Ta+yt2U3baFeHJhYF7PwjcEBNvkGyYk1EnNlQvYSVOWjRLJHsk/zwXxjph8ORYY42nWUg+0HONh+gNoBoztxWUoZdxbehb3dRrQ+ynsefu+cPH84FCIl5bKpikpH671oBNItRhCldZ5B06OjgfSih4xpfHmrIDk/EUgDoOsw1MftbLayN5OXhx67r/FrdGYje3N5ADOSvZk0Y3OF7M21rr15u4rGdAaDRgA0NlN0edaof2j81LrBSZYCgPHvfqJKXTzwWZCdNBoQuUbXIqW6bIm1SVPOlBDiOkwrqGpvb+fHP/4x6mp1rad4rBC3KovZRFaSnaykq2d9Yrqibyg8eRn6eHn6E00DdAfC9AbCE6YMOKymCVMN09w2XKYohZlhIxMWXweW5LDMzQf9QLOxJqouvi5qqMtY3zKyLqp0Kyp7yawVBkisW4v0Y+o+gtZ8GFPLIbS2o6hwgKMOJz/OyOflXAuDKpMFSSV8ev4j3FN8L1murCvuOxzVpyzV3x8Y5qVXdpJfUEhGRiYKiOhheqNNdEYv0hW9RFf0Ej7d6OFj09ykm0pJN99JmnkeaaZSrJoHhVE7QilQuo4zNkBquI3UYDN6+DhLTX2U+GvxxPoB6LbkcMm2kP9KvoM3LQt4U5uPT7cZzRW7dcIdOuFoq9FYUfejO89gTjqNxV2DZooSG84n6ttCxLeE8+FMzgP/SgfQMeH1mzTjRMJmNk3+e9LL2vj7mcERPk/f0G7qImc4SzchTZEfibJleJjNw2EqrPnEUisIzq/An1HJufQK/LqdzDQvdqslsS9rvIzvXIjqUc72nuFg+0EOth/gZM9JonqUbFc2a7OreaLySVZnr0msZXv1lVd4k/NzNBpj/bDXGsNU+xJay5FEYREtOACAnl5uVCtc/mGjGl9mxQ0LOEdcnr0ZV0Rgsv41VyssMHI5HtwE4/savXx92ZsrBy0zz95YTRAM+MnOSMVps8x59ubtJhLT6faHGAzGxgU/A+OCoWg8axRJrE3yhyYPjpxWUzwjZCPFaUyhy/M6xmWSxgZKIxkkxyxM2xdipqYVVJ0/f57HH3/8up5AvgEQbxVmk0aGx06G5+oB2OXNmCcrxnGmdTCxLao3jXu8zWIaLUM/NvM1YT2YnRTnFQKw4X5Mja/Hq/TtxtR7yegXlbuM2PIPGcUlCtbCNJqTTttICfDmQ/HqZYcw9V4CQLkyqclfwm8rtvJ8sJn2cB85rjTeXXIf95bcz/yU+dN+mpFgIWWSdWuxWIxz+5qxJnfQavNzwXeBOv8loiqKRbMwzzOPzRlrWJC0gIXJC8hx5BrHUOmYh7qw+pqw+o5j8TXFLzdh9TVjivgTz+E3uYh6KnEs+jiR+DqoJHcmy4BlU4y5N9jLruadvNr0Coc6DhNTUZamV7Ep7xnuyNlCmi0n0cl+Ynf7yX+HIuOvR6Jq4v2iOtFhHymhS+SFazFzhjZ7Myccw1ywWzErxeJgjPuH3Dj9RXQEy3lNlfB/VR4RLJfFdDVX/ptMFrxd9tt6edBn1rDFT6ZtZg2rWWNItdEWPkVT8ARNw6cJ6UM4TG7KkpfxrsJPsTRtFYVJxdjj+wqHTHTHQtjMJsIxhX6tZ/djaJEAlqFOzENdWIa6MA91Yhkevf7UwCVSjvrgKChXBnreSvS1n0bPX4XKXTGu4EYiexOMXLmIQDhKz4APiy1AOD5N7erNPWc/ezMhaJmD7I0jHvzciOyNruv0mcOkum0yrfIKwlGdvnjgkwiExlSqu7xy3ci2ydbjAvH3yvhKdIVprtGpdvGAaGzluhSHZVbWNAtxs0wrqNL1a2tKJsTb3XSbMeu6Tm9vLyZHEn3DkSmbMb/Z4eONi+GrNmPOdmusNtWwLHyMssARsnzn0NAJJZcQLd6MZfM3oHQTOFNn78UGujG1Hjb6VDUfQms7jhYJoEwWVPYSVOl2Wtd9ih3Kx/Pt+7jQ/ybJwWTuLLyL+0vuZ1nm8smbv14jpRRv9p1nV/MudjXvpDatFgYhL5LHgqQFbM3ayoKkBZS6CnEOdRuBUl8TlsbDWH3NWAcbsfhbMMWMUtoKjag7h2hSIaGMxfhL30EkqYhoUgGRpEL+/WfPsXX5NtZcpWVDx1AHO+OB1PEuo0P8ysyVfHHlF9lWsJ1M11WaxV37gYCBJkydpxNly/39p9kf6mSPy8HP0530mc2kYGaDeyGP59zBurKHSUmdD5pGTB8N6EKTBHKhSIye/gHsTjdRncmDvUkDQDXuuj8YHXd9WO9j2HyekPVNYvYLYBlAKTOxoSJigY1EA2X4gvl0YWYfAO3xn6ks4Lv/eBazyQgYzCYNhxYlR+sjx9RHFv3kaL1k0kcmfWTQS4beS7rqxUVw3J4Cmps+czr98Z+GWDZ9qUtoSlpOC1mEfIrgmRihEzqhyKlx1dhupezNuClpY26T7M1bRzASmzBlbuy0uqmKMwxHJj/PSxrT48jrtJLmtlGa4UoEQVYVIS8jxWgK6xop4z07DWCFuN1IWSEhbrKRZsxpHvu0mzEngi//MKr9DCntu8jrPUBJywnsKkQfyezTF7M79jFe15fQ3JkJnWA+opHmOpGYZpg+JvuVkWS7ejPmWASt66wxja/1MKaWw2h9dcbY3Fno+WvQN30JPW81vowydrbvY0f98xw6971EI9ynlz7N+twNRt+iGYrqUY53HUsEUu1D7SRZk9iYu4Gq9kzWW1NY7UrC0t+Etem3WH3/iMXfihZv4KpMFiKefKJJBQznVhNJKiCSXEg0qZCIJx+uMEaLxTJlIYxmfzOvNr3Cq02vcLrnNBaThbXZ1Xx9zR+yJX8rqY5ZCmojQ2hd59E6To/2fuo6AyEf9VYLu5PT2JOUwjGvIkoGZe4CHi7cxsaCbSxJX4JlkspyZpOG2WSecjqNruv0JakZF1QIRAIc6zzKgY4DHGw/SHN8XdQC7wLW5ryTtdlrWZG1EofZkeiRM2XGLn5ZDfViG7hE37m9mHovMi/NgivcgyfchTvSgys2GH8R8cOn2RiwpDNgzqDfnM4Fczm95nT6TGn0aGn0mNLo0VIZVnZiuiKqK0KRKN2xXvLMWaSYXLisJlLdU2RsJsneOOK95BxjMjZ2qxmbCYb8g2RnpGE2y7f1b2dKKYbG9DgaO41u8uIMo9cna7uhaeMbwKY4rWQl2SnP8kycUjcmi5TksFyxAey1Vq8V4q1OgiohbiOappEUaieleTfldbuMdVHDPcZC+KI70Eu+Rrh0C66sxdypmVgXD8Cmasbc2DvMsaapmzHPdw6x3nGJVaZaKmLnKQ5dwKYHiWkW/KmVhHK2YFrzJZzz1mFJLSKiR9nX/gY76n/Fnv17CMfCrMxaxR+u/SPuLLyTpGtphDuF4egw+9v2sat5F3tbX2MgPEC2LYWtjny2O9JY1deC7dK/Jkp6660OI1DyFBAo2jaabUouJOrKue7S3haLhUhktHpk3cAlXml6lVebXuFC/5vYzXbuyF3Pn677Mzblb57Za1cKfK1Gr6exjXP7LqEpHaWZCKXN43B6Ea8tXM+ecCfNoR7sZjurs9fwpbxNbMjbQK477/rHMENRPcKZnrMc7DjAgfb9nOo+TUxFyXblUJ1TzZOVT7Emew3pzvQJj7VZtNFvvvUYDDRiGqxB66lB66kd/T3UnXiMT0vCSjExbxZRZylBVyZ+VxYxVyZRZyYxdxa6NQk0Yy1Yavyn9Cqvo7m5mZ2vnufTH7qL5OTk2To86LpOLCjFDN5KlFIEQuPXGo0NhvrHbrtsWt1k0zdNGiRf1uA1J8XBopykRGA0UoBh7LS6ZId14hdkQohZJ0GVELe64T5MDXsx1e021kX11aE0Eyp3ObEVH42vi1oz6boot92Ce7rNmIeD+BqPEWs8hLXtCMk9x0kaboEh6DOnc96yiJct72dfeB4Hh4sIDdugFTimMDlfwpN+AtzHUaYh3BRS5niUqowtFHvz8UZt1HfpZHiCpE/RjPlK+kN97Gl4md31O9jfe5qQijFfWXlfIMCdA71UhhvBehGVuQiVXUVk8WPsvdBDW8TDHfc8Or7K2iwxW8zUD9Vz5uQZXm16hbrBOlwWFxvyNvLU4qdYn7sBl/U6ukpHg0b2KR48mTrjAVSwHwDlSEFlVqLP20ZX2pPsNYV4zXeJA52HGYrUkm3NZmPhNr6Yt5E12WtwWK7ehmAuKKWoH6zjQPsBDnQc4GjHEQLRAB6rhzXZa/jyqi+zNqeaQk/h5IFEyDcmaBoJnGqMQDIWNp7D6kKlzUell6OXbEGll6HSy9l9qplT52t45IF3zfrr8vt8mM1mkpJm/gWBuD3oujFDYEKT18un0Q1F6B+OjptWN1mVUrNJS1SiGwmQClKdLMlPHp8xumztkUcawApxS5OgSohbTTSI1nwQU/0eo8BE2wk0FHraPFTpViLbvolevBGc3pk9j78dU/NhtNbDmJoPY2s/jjcaNPoN5VShL3mQSP4a9II1uJLyWKlprAQ+htGM+URHDc837OCN9pfpDbfjMqWTZ7kTT3QNwUA2nV1h/vO8n4HhMxOeOtlhGVd0I9MzOu0ww2kiX7UTGzzCsZ7X2e2v5Zg+hEKxPBTimaEgW62ZFGUsRhVWoLIqCWdWQGpJomqhruv4el+gt7Fx1gKqQDRAra+WGt8Fanw1nEw5yVD/EMlDyWzO38Kzy3+f6px12M3T7B+mlPE3SGSeTqN1njUCCBUzCoqklaKylqCv/RQqezHRzErOx3y81voar7fu5WzNi2hoLM2o4onKJ9mUt4kyb/lNy3Z0DXVxMD6d72DHAbqGu7CarCzLWMbjlU+wNqeaitSK0YbFSofBZrSeGkxjA6eeGjT/aHUMlZSLSi9HFW8gtuJxVEY5Kr0cknInrVSpn+uatCfNbBj0+UhJSZGM0m0opit8weiErNHl640un1I3MByZdF2c1Ty+AWyK0zq63sg5cUpditNCqtOG2y5lvIV4K5p2UPW73/2Ou+66ay7HIsTbk9LR2k9hbtiNqX4PWtN+tGjQqCpWspnYyifRSzZDSuH1P0csbKy7aT5kVONrPTLahDQpz1gLtfUP0fNWo3KqwDJ5YNA93M1LDS+yo+F5zvWew2P1cGfhXdxXcj8rs1ZOWnBiymbM/iCRgXY8fW+S3lxLbugSJksDFzyD/G+XnTftNqxKsWjIyn2hQtJUFZGkpdQVLqA3KckIwDx20p02MrCRHtFx2Uaf3+FwMDw8fF2HK6JHqPPXxZsA11Drq6F5uBkAp9lJeVI5i/RFVDgrePaR38dytWay0RBaz4VE8GTqPGtcHu4x/gY2DyprMapoA7E1Txt9nzIXgc1NIBLgQPt+9rbu5fXT/x89wW48Vg935K7n/Qs+wPq89Xjts1h45BoEIgGOdh7hYPsBDnQc5NLARQAWeBdyb/G9VOesY3nmchx6vIdT+wW0M78dzUD1XkSLGn8jZbaPZp2WVSeyTiptPtivLStknLDOTVTlGxwkLW3iFEVx44z0OBqbEeq7vL/RmOCo1x/CF4oxGIpO3QDWZcM7kj1y2Zif5RmdRjc2QBpTxtt1q/UeFELcVNMOqt73vvfxH//xH7zjHe+Yy/EI8fbQ34Cpbjfmut1k1+/GHOyPr4taT2zL14ypTFmV198vytdmBFAjxSTaTqDFQsaJa+4yYgsfROWvQc9fDclXXmcTiATY1byTHfXPc7DjICbNxKa8TTxR+RQb8zZeNTNjs5jIcUbJ9V9AC5xF6z5nBBVd54gN93LMYeeVpGR+meumVVN4tHRWeirYkLqNdMd6fMNmevxhmuPrwLqbhugJ9NMbmLwZc7rbaLpsjoBvIIvGPa1G8QVNM5r+aiQum0wamtIJaB3063X06XX0xuro15vQiWHCTJq5iCzrQrYk3UeOdR5pllzMJhPnfWcZCFo5WDeIJz7N0mM3kxTtw913DlPXGSPz1HHGCKh0o6iFSi1Fz6xEX/0xIwuVvRhSisZl1Jp9TbxW99/sbd3Lkc7DRPUopcml3F9yHxvzN7Mso+rqgdwciOoRTnWdYk/DHk4OnOB0zxliKkquO5fq7Go+Pv89rNWSSPO1o3XVYDr/t0bwNNic2IdyZxkBU/4q9KrHjCAqvRySC657fdvlNLiuvorTMTAwQFFx8Zzs++0mEtMZHB4/Zc7oZxSdtOfRyDbfFA1gHfEeRyMBkNdlJTvZjj3HSXZq0pimr8Ztoz2OZC2bEGLmph1UDQ4O8p73vIcHHniAv/3bvyU/P38uxyXEW8tQr7Euqj6ejUqsi1pBoOL92CruhYI1U2aIrigaQus4ZTTVjVfl0wZbAFApheh5q9AXPYxesAaVtXhazxHVI+xvP8CO+ufZ1byLUCzIysyVfHX117iz8C5S7CmTP1CPovVeMoKJrnNoXWcxdZ5D6683xqOZGEotZV96ATvnVbEn1E5/bIhMZyZbC7ayJX8bq7JWYZ1Go9QrNWPu9odoaB+mV3dxtn0INA1dQUzpxLR+ItZGYtZGYrZGdFszmIwy6oSzUKFCVHA5+nAB0VAuft1MvT4272GU8bbhplRrY/jHf0+FqYEKrZFMUyOpmtEAdkjZqTWV0GApocW5lQ5nGT1J5VidybhtZjxhC54uCx6fGaetma7IeWr8hznTf4C2oUasJisrM1fxuRVfYGPeRgo8BVc9JrNNKcWlwUscbD/AwfYDHOk8wlB0iCSzizWeYr7iXcG64RBFPU2YLvwILRwwHmeyolJLjYBp8buNjFN6OSq9bFwPp7kzNyfI4XCYQCBARnrGnOz/dhWO6lOvM5piWl3/cIRAaOoeR5dPnctPdSaKMIwNmsZOtZusYqVUqBNC3CjTDqp++9vfsn37dv7P//k/bNmyhSeffJIvf/nL2GzjSw6/8cYbrF+/ftYHKsRtJRpEazqIqX6XUWCi/WR8XVQZ+rzt6CVb0Is3oNuS8F3rP/iDLeOzUO0n0WJhlMWByllOrPJdqLzV6PmrjDUn06SU4kzPaZ6vf56XGl+kP9TPvOR5fHzxx7m35N7xlePi64G0rnjWaSSI6r6ANtLnyZONyqwktvB++lJL2aMNsWuwhn0dBwlF65jnmse7St7P1oJtVKRVXHOvqis1Y9Z1nfq6S/zbL3Yxf818Os1dibVQvnAfAOm2dMqTyilP2sCCpHLmJ5XhtrjHvUZTqA+rrwWLrxmLrwmLr8XoaeVvwTLUgRYPtUKeAvwpC+lP2shFdzltzjLatBz8YR1/KIo/FCUQihIIxfD7/PhDUXyRfgLmM0QdZ7C4L6CZQ+iRJKL+RcT8W/AFyvidsvOaxYTHXovHXo/bbh6TFTMyY56Ryw6LEazFr7sdltHb7Gac1ulNVeoc6jSCqJY9HOw4RHdkECsmVmDn48NB7uhtpyIcxsx5lDMVlb4AlbWEWMUjo8GTtxgmKdd+o2iaNieZqv4+472TmZU16/u+FYQisanXGQ1Hx02rG5tJmqoBrNtuHm3wGg+OitJd46fUXV7O2yk9joQQt6dp/6s3Mu3vk5/8JB/60If4y7/8S1atWsXTTz+N3W6c1AQCAb7//e9TW1s7N6MV4laldLT2k/HiErvRmg/E10VlopduJrbqY/F1UZdlG67WWDsaRGs7YWSfRrJQvjbjKb3F6HmriFW+G1Ww2shCXUfvp0ZfIzvqn2dH/fM0+5vJdGbyYOlD3FdyPwu8C9AiAaMa3YXfxaftxQOoYeMEU1ndRtW93GXoVR9AzzSKR7SpELubd7OzeSfHL+xAVzpLM5by9JKn2VqwjeLk2Z9CFYqFONl1gv3t+3mj+XVqCmugCdxmN2VJZdyZfRcLksopSyon3Z4OsTBWfxsWfzPWjt9g8TVj9TVj8RvBkyk6lNh3zJ5KJCmfqKcAf/ZyLvbqXOrXePiT3wBHMh7AAxQAKyYZm1KKC/0XeK3lNV5vfY3OntNoKJanLWZt9uMsT7+DLPs8hscEYv6RQGzMdX8oSiAYpWMwyMVx22MTGkOPZdKYEIwl2yDf1IiJo/RynkumdlpMITSlWBSO8NBwkHXBMIutmVhSCyG/HNOycvocObiLV2DyzHLj4tkyRzO5evv6MJlMZGTcupkqpRTBiD5p1miyhrBjtwWnaACbfFkD2HSPjXmZ7ikzRl6nhWSn9Yo9joQQ4q3mur5KdDgc5Obm0tnZyWc/+9lxt8m8ZPG20VdvTOer24OpYQ/acB/K6kIvWm8UfSjZgsqsmH71OaVgsDleTCIeQLWfQtMjxnqr3OXElrx3NAvlyb7uofcGe+MFJ3Zwpuc0boub7YXb+cMFj7M6CpauN9F+92eYus6h9TcYw9NMRiGBzEr0NZuN31mV4C0CzYRSitr+Gna17GLX+X/gzb7zWE1W1mSv5Surv8rm/M1kOGf3JFxXOjX9NUahhPb9HOs6TigWJNWeyrLU5aQ3pbMpbynbioqw+VuNLFPrDiy+f8Lqb8EcGM02GY2A84h6CghmLcM//0EingKiSflEPPkom2fcc7eePs2lnjPgmLpX0XB0mEMdB+OB1F46hztxW9xU567jf5R9k/W5Gybty3S9wlEjIAuE48FY0Ai4wr5uzH21OAbOYffV0hGqoVbv4KQe5nmrjZimkRuJURGwsnEoE91fTEu0mOdVLj9U2YSxQifwpvE8dotGkv1MYh2ZO54pG82MxbNmY7a5x2TV3NeYPbtWc5Wp6u3pITMz84Y05x3bAHay7FB/PHtkrEEa2WZkkyYLrjUNUhzWcVPospLtLMieogGsc6THkQWLBEdCCHFV11T978477+Tf/u3f+OM//mOampp46qmn+NznPofTafRBGRgY4Mtf/vKcDVaIm2qoJ94vapexLqq/AaWZUXkria18Cr10Cyp/9fSzRZFhTK3HcNe+hq3vjFGRL15GWqWWGlmoJY8ZWajMSpjGOqMrGY4OxwtO7OBA+z4ANjrz+St7OVv7OnDu/t+TTN17wKhKl1mBylgwoRdWTI9xousYu5p3sbt5Fy2BFtxWDxvzNvJE5RPckbsej9UzYSwz0R5o50D7fg60H+BQx0H6Qn3YTTZWekr4tHcF1bqZBYM98OY+VH89tr6fQbyq+9hsUzBrOdGkQiJJ+UQ8BcRcWddUKMFmsxEKhVBKjQsMWv2t7G19jb2teznccYiwHqYoqYi7iu5mY95GVmSunNaasWumR7ENNpLRU0NmTw1aby1ady301HAxOsh+p4P9TgeHnU6GHJCi2VjjLuerWatYU/IOCrKWJb4A0HXFUCRGYJJsmW84Qme/D91kJRDWCYRHs2dt/cHxGbXw1bNn4wKxy4KvcVMcHRbctjG3O8YHcGNP/Ofqy72enh5KSq/WHni8kQawfcNGAYbJynUPDEfoC4Tp8Q0TiMBA0Ng2VQPYy8t153mdVOQmT8gaeS8LjqTHkRBCzJ1pB1UPP/wwSUlJdHZ28sgjj/D888+zcOHCCff78Y9/PKsDFOKmiQyjNR/AVLcbU/1uI2uEQk8vR59/N3rpZvSijVfMVCQoBQONmFoOJXpDaR2n0fQoVovTCMyqPoDKX42etwrcs5PRiQ73cajmV+xoepmdgzUME2NFOMrXBge5JzCE19wVn7q3gmjVh1BZFUYA50qbcp/BaJCDHQfY1byLPS276Q/1k+HMYEv+VrYWbGV11ppZDRr8oUEON7zEwZa9HOg9RUO4Dw2o1K08Ghxm/UAPy0Ih7KrW6LGVUoTyFhHMWU2NZRkdYQeLNz04abZpJhLTnof81ARq2Nu6l9daX+PSwEXMmoWVWSt4Ztln2Ji3aXanOgYHjYAp0dMpfrn3EpoeAaDNkcSB9Hz2OR0czEunW3djM1lZnrGMp3LXU52zlgXehaP9oi5jMmmJgOXyfOi1LvxPZM8um6p4+fXRdWdRfMEobQPBCdMgr8RhNSXGTCRIeKiEw883YDWbsFs0bGYTdrOGLX7ZZtGwm03Y4tvsZhNWszZ63zH3s5k1THqU9j4f85ZlcbJlIBEcTdbv6PK1SLFJmhxZTJf3OLKQ77WTleLB67KR4ppYztvrsuK2SXAkhBC3omkHVcPDw1RVVfHcc89xxx13THm/rLfoAl7xNqDH0DpOGtP56nejNR0wypC7s4x+UaufNtZFXaUEOQDhAFrbcSP71HIIU8sRtECn8TRp81B5q4lVfZBY3ip6LTmkpmfOrDKVHkXruYjWdRY6znK26wg7AvXssMboNZspiUR4KubkvuRK8gtXoLIq0DMrCcen7l3NQGiAva2vsat5F/va3iAYC1KSXMIj897F1oKtVKYvvuZCE+MEB9D6G9D6G4j2XeJ09yn2++s4EO3ntFknpmkURCLcMRzk95WDNa5Ckr0lqMJilNf4CaWWGFMiNRO6rjPQ10fnqZOcPHGC8rSJXwBdr1AsRH2gjiNDRziQcYAXd7yIL+IjzZ7GhrwNPL3kk6zLqcZju7beSuMoHQZGmuKOCZx6ahLvIzB6jKn0cgYL13FowVYO6D4O+OupDzSjMcyilGIeyK5mbU41yzKW4bgs03gj2Cwm0iw20tzXvt5vrMuzZ8bUxtiYrFgUf9C4frGxmebhCHaLiXBMERiKEY4pwlFFOKYTiv8e2RaZrLPrpFbwHy/0AD2JLVazNn7KnMtKaYb7sqavo1mjkUyS+7IeR1KlTgghbm/TDqo+8YlP8MMf/lDWTIm3DqWgv96Yzle3B1PDa2jBfpTVjV68Hn3bH8XXRS268rqokf2My0KdQVMxlM2Nyl1JbNmHUQXxLJRrdA2N0nWIVxSb9pj97Zg6z4xW3Os8h9ZzgWZN5zceF79NSqHBopHhsnNf6lLuK32QhSV3o1mNabpX/r5/VHugnV0tu9jdvJOjnUeJqRhL0pfw8SVPs7VgCyXJ1zANKhY2goR44DT2h/4GLsUC7Hc62Od0cNjhYMikkYKZte4cvpqygOrsavJzVqFSCiD+OibvVDNealo6Q0NDRCIRrNZrz55F9SiNQw3U+Gqo8dVS66uhcaiRmIph0SwkWZO4P/d+7lv0AJVpldceWIb9RgPcnhq07viUvURT3CCAUdUxbT4qvQy9cB0qo5xwaikn1TAHe05xsOMAZ3r2EOuPke8pYG3OWn4v51lWZ6/Ba/de82u+VV0pe3a5/ft6eMPXxGP3TK8SbUxXRGKK0JhAa2zwFYoq3qy5SEtbGx9497tIddsS2aW5WhcmhBDi9jLtoOof//Ef53IcQtwYgW5MDa8lCkxoA43Guqj8VcRWf9wIovJXXXldVNiP1npsfBZqqBsAPa0MVbCG2PKPogrWoDIWXX9D05AvHjSdNQpGjARRwX4AlM1NT+ZCXkzP4vl0JyeDHbjMTrYV3smXS+5ndfZqLNdQ1lopxcWBi8b6qJadnOs9h8VkYU3WGr686itsyd9CpmuKaYlKQaArHijVo/U3jg+cfK1oylhbozQzXd4C9qWksz/Zxn5PNt2xYayaheXpS3gqbyNrc9axMHX89LTrKTuQnm4EsIMDA6RfpWJbTMVoGWqh1ldDjb+GWl8tdf46IiqCCRPF7mLmJ5Vxb+59lCWVkaVl8d+//BWPbnw389PLpt6xUuBrS2SaTGOzTr7W0bu5s4xy5PmrjSqKI32dkgtQmomLA7Xsbz/AwfbdHD3z/xGMBUmxpbAmey0PrX4na3LW3pReVrciTdOM4z5NZpOG2aThsE4dFPeeaaN8fip3zJ+9wiJCCCHeOm5eIxEhboTIEFrTgXgQtRtTxykA9PQFxMrfgSrdgl60AexTTNVSysgatB6J94Y6gtZ5Bk3pKJsHlbeK2IrHUQVrjCyUM/XaxxiLoHWdx9R9fnzD3IFGYwia2chUZFWiz9vGUPp8duk+Xug6xBtt+yDUxx25d/AXJZ9jS/5mHBbn9J9aj3Gq5yS7mnexq3knzf5m3BY36/M28OFFH2VD7vrRaWzhgJEViwdN9DegDTSg9TWgDTSiRUbLjytXBspbZJR9L1hDIDmXw1qYA8F2DvSe4dLgJaCbBe6F3JdzD9U561ieufyaxj4daWnG2rCBy4IqpRTtwbZE9qnGV8Ml/yWCehANjXxnPmVJZWzO2kJ5Ujml7lLs5vH9sGIxI+c3NBR/3ZFhtL5LYzJOI2ueLqJFxjTFTZuHSitDX/o+I4hKK5u0KW57oJ2DHQc4ePZ/cajjID3BHuxmO8szV/CJJU9TnVPNgtSFM5t2+RalmWa3+l8kEqG7u5tly5bP2j6FEEK8tUhQJd5a9Bha+4nR4hLNB43GuJ5s9JItRNb+nrEuaqqmuCGfkYVqGWmuewRtuNfYdfoCIwu18klU/hqjGt61ZKHiGQtT15hmuR1nyO2pSRQYUEm5RtW9ineiMiuNwhHp5cRMVg51HOKFhh28euqvGYoOsTR9KV9c+UXuLrqHVMf0g7lQLMSh9oPsatnFnubd9IZ6SXekszlvM39Q8THWmJKx+1rR6o6gHf+lkW3qa0Ab6hp9KRaHURAitRhVvBE9dXRtk0opImp1cq73LAfaD3Cw/QAna/4fUT1KtiuH6pxqPrbkE6zJXkOaY+qCGLPBbrfjSfLQ0NtAR0pnIoCq9dcSiBqBTrYjm7Kkch5LX0t5UjnzPfNxWVyT7k8L+43Gv/5WLP4W7td2M2/fbmyvdcFA02h5dmc6Kr0Mlb0UvfJR4/JVmuL6wj6OdB6OH7ODNPjq0dCoSKvgodJ3sjZnLcsyl08I7sRkZjeo6uzsRNd1SkpLZm2fQggh3lokqBK3N6WM7EDdbqPxbsNraMEBlM2NXrQBfds30Uu3GgHQ5eselG5kEVoPj2ahus4ZWSh7spGFWvUx9II1qNyV4PROf1yJqXtnjKzTSMPc4IDx1Da30ecpfxX+Be/GWbwKshePy3QppXiz7zzPn/w+LzW+SPdwN0VJRXyk4qPcW3wvhUlF0x7OYHiQ11teY1fjy7zRfoBhPUSRJZl3mlLYjoOq9nZMb34fTTdWKik0SMo1gqS0MvR5dxoBVEoxKrUY3FnjClwopWj0NXKw4wAH3vw/HO44hD/ix231sCZ7DV9Y8UWqc9ZRlFQ05+tPgtEgZ3vOcrDpALVnajmUfpDAcADOQpotjfKkch7Jf4SypHLKkspIto5Wb9SiwUTAZI3/tvhbsfpasARaMYcGEvfVzXY0kojoxUYQnBYPnNLLxq2bm0o4FuZUzykOtO/nYPsBzvaeRVc6BZ4C1uZU86mqT7Mmew0p9pSr7kuMZ5rlPlWtra0kJSWRliZT/4QQQkxOgipx+wl0Yap/LTGlTxtsjq+LWk1szSeNdVF5Kyf2dQoOorUdTQRQppbDRmEKNFTGQlTBamKrPxHPQpVPqyoesYhRWGAkaBpZ/zTQBMSn7qWXoTIr0OdtN35nVUJKYaJK3VBfH/YxFb9a/C280LCDF+p3UDdYR6o9lXcU38t9JfdTmVZ55aAkGjKmDfY30tl1ht1dh9kZqOeI7ieqwdJgiKeHhtk+NESJqR9GsksLVhGNX8ZbjEopBMuVMyJ9wT4OdhxMBAXtQ+2YNQtVGUv58KKPsDZnLZVpi69pXde1UkrRMdTOye6TnOo+ycmeU7zZd56oHsVucrAkYzHV7nWoVp2P3PNR0q3JWPztRrapuw5L/eujmSdfC5bgaFU3pVmIunOIJOUTSl9EoHg7EU8+UU8+UU8eMWc6L774EllZ2Ty4/aGrjlVXOrX9tRxsP8DBjgMc7TwaXxflZW3OWh6Z/y7WZK8l35M/Z8fr7WK2A/fWlhbmzZsvBSmEEEJMSYIqceuLDKE17R+t0td5GgA9Y5HRnLZkM3rR+vHropSO1vVmfArfIbTmw2jdb6KhUA4v+kgANpKFulqvKaXA14qpczR40rrOoXVfmGTq3sOorEpj+l56+VWDE4D+UD+vNr/KCw3Pc7zrOA6zg20F2/j8ii+wNqd6NDBROvjaxxSCGCkKUQ/9jVwKdrHT5eRVt5PTdjsWBas1J192LWBL+jKyMirj0/RKiFxL5g0jA3S86xgH2g9woP0AF/rfBGBeyny2FW6nOrualVmrcFknnzo3G0KxEOd7z8cDKCOQ6ho2piUWOLOp8hTzUP69LNU8FPiHSI4M4+u7xGDvBfL+3wtYhrtGC2agEXNnE3HnEUkuYjjvDiKePKKefCKe/Gk1A3Y4HPgD/ilvbw+0GdP5Og5yqP0gvaFe7GY7KzJX8PTST7I2u5oFqQtkXdQs0zQNXZ+66fC1GBwcZHBwkLLyKxQjEUII8bYnQZW49egxo8fTSCaq5VB8XVQOeukWItWfRi/ZNH5dVHAA7dKrmJoPGVX5Wo8Y0wDRUJkVqIK1xNY9g8pbjUqff+UsVHBwfMGICVP3PMY+81cbVf6yKlCZFddcpCIYDbKnZQ+/rvl/HOo5iK501uWs489Wf4Ot7mLcvg60phNop34N/fVGEDXQlCi1DRBzZ3EiNZdXnXZ2ZntpjFlwmeysz1rN+0vuZUP+ZpLG9Eu6ltNMXem82Xc+sS7qeNdxwnqYDGcGa7Or+dCiD7E2u3rqioAzEQvDUA8dPec52XmMU/3nOeVv4Hyohwg6DjSWxMy8Mxymyj/IsiE/6XojcAgApZnQHWlonkxcNi/NeDBlLcORu5CoJ8/IOLlzJ2Yzr5HD6aSvtzdxfTA8yOGOQxxsP8jBjgM0+hrj66IqeXj+w6zNrqYqc5msi5pj2iw2x21qasJsNlNcXDJr+xRCCPHWI0GVuPlGKuzV7zEKTDS8hhYaRNk86MUbiG3/E1TpFiPro2mjWaiLvzOm8DUfwtRzwdiVMxU9fzX62k+j569B5a2YurLfhKl78fVPg83GvjSzsUYmq8JYUxRvmGtM3bu+k7aYHuNox0F21P6SV9peJxALUmFO4fOmHO7zB8g49jLaGz8dPTRWV6IghD5vO6QUEUrJ56DuZ2f/Ofa0v0FPsIc0cxpbCu7mCwXbWJO95rpP2lv8LRyMZ6IOdRxkIDyA0+JkVdYqPrPsWapz1zEved61T4NSuhH4BrphqCv+uxst0Jm4HAl0cT7UyUndzwmTznGHnU6L8RGVH4myLBLjQRxUWdMoc+ZiTclEuTNRrgxwZxB2ZUD8um5PoW9gkNTUVDRN4zf/39+yOG0xSxYsva7jMhWzw0xtqJbvn/geBzsOci6+LqrQU8janGo+s+xZVmWtlnVRN5g2i2uqmhobKS2dh802s+bFQggh3tokqBI3h78TU8MeYzpf/W60wRaUyWJkf9Z+Cr10Cyp3hZFJGO7D1HoE05n/Gs1ChXwozWRMsStaT2T9Z1F5q1Bp8ycpSDFm6l7nWSOI6jxnlLtOTN3LQ8+qJFb5rnjmafpT9yZQCoZ6jDLjffXQ30BN7xme99WyQw3SaYKCSISP+Ie4PzBMoT2KlpYMWUuIld9vFITwlqBSisCdCZqGP+xjb+vr7G7Zyesnf8xQdIgCTwH3l9zPloJtLE1fOq6n03QNhgc51HEosS6q2d+MSTOxOG0x7y1/H9U51SxJX4p1soxOZDgeGHUZfboC3fHfXZdt6zKOhz6+XW+71caJpHROuNyctGqctYaJWBV2zUOlM5f7kuezNH0JS3LWkpFalmj6O+KKzX/HTP3SNI3s7Gx6enqu8ICrC8aC1PkvUeu/SK2vlov+WpqHmlFpCu9FL2uzq3nX/EdZm72WPE/ejJ5LzIwWz0QrpWa0DioQCNDV1cXa6nWzNTQhhBBvURJUiRsjHMDUtG+0Sl/nGQD0zApiCx9ElW5FL7oDLE607vNozYcwH/+xkYXqrQWMMtV6wWr0db+Pnr/ayELZPOOfJzgYD5pGGubGp++FBo192DzGeqeCNUZ/qazK+NQ977W9nsiwMRUvvpZJG5meN3I5HKDNbOa3Hje/SUriotWMVzPzDlcp92WuZknuOvAWoyfl0TkYIHVMoYoRnUOd7Kn9Bbuad3K48zBRPUplWiWPVz7B1oJt15UxCsfCnOw+kVgXdb7vHLrSKUoq5o6cO6hOrWS1M5+kyBBaoBut4TCcfSEeGHUb2wJdRrYpHJiwf+XwJjJHypUJqaXorgzCrjTOa1FORno5OdTKycGLdAx3ApDnzmBpRhV3Z1RRlV7FgtRyLKaZTcu7XF5ePqdPn5r2/ccGUBd9tVz0X6R5qBkdHYtmodRTyuKUxdxhvYPes738+ee/hcUsH6e3ipH/L2YaVDU0NGA2mykvL5+toQkhhHiLkrMAMTf0qLEuKtEv6hCaHkEl5aKXbiWy7jPGuiiT1cg+NR/CeuAHaG1H0cIBY+pdViWqZDORjV9Az1sNqaWjWahYeHTqXueY9U8jU/dMFqPEdVYFetldo1X3kgumN3UvURBitBDEuKDJ3zF6V7PNqJbnLWEgbwUvF1Xx21AzR/0N2M12tuRv5dmS+1mXu25isKDrwGhwUj9Yx67mXexs3smZntOYNTOrslbx+RVfYEv+VnLcOdP/GyiFCvup7TjCgdY3ONhzgqO+OoIqilezss7k4X2xVNYND5HXcR5OvZ4o4jD62uzGlDp3htHQN70MvXBdImhS7tEpd7jSwWxMkeoe7kpU5DvRfZLzbecI62FsJhsVaZXcU/wOlmZUUZVRRYZzDtZkXSY3L48DB/YzNDSEyzW+kEYoFuKS/xK1/topA6jKlEoeyn8nZUnzKXQVYY3/HS/W1vJG5A0pNHGLMY0Jqmaivq6OefPm43A4ZmNYQggh3sIkqBKzQym03tp4Jmo3poa9xhQ9exJ68UZid/0ZqniDsY6p5TCmul2Y9/41pt5LxsNdmUYWav0XjCxU7nKwuY2pdIMtRsPc879OZKG0ntqJU/cWP2oUkMiKT90zX2UNRHBwTLDUkAia6K83slCx8OjL82QbU/K8ReglmxKXlbeEsCuNvW2vs6P+efa27iWmYqzJXssfL/kY2wq24ba6pxyCrnTO9Z/laONRdrfspsFXj8PsYH3eBh4rf4yN+ZtIto2pTBiLwHDPpGuSRtYrdQY62B/tY78WYr/DSq/ZjF3XWRUM8algiDt0O+V2JyZ3khEoZWYSc2UYAZJrNIDCnWlkAq8ShEb1CG/2XeBU6y4jkOo5SVugDYAcV46RhSq6m6UZVSz0Lpx8KuEcy883ypS3dLQQTYty0X+RWl/NhACqxF0yZQAlbh+aaXT63/UaGBigp6eHTZs3z9awhBBCvIVJUCWun7/DmMoXLzCh+VpRJquxLqr6GfSc5WixEFrbMcznf42288/QIgEji5S9BFW6ncimP0DPXwMpRRAaTJQrN599Ll6B79zo1D17krHWqaCa2MonjQDqSlP3YmEYaJ4QNCUCqWB/4q7K5h4NlMruRnlLIB40qZTCCet5dKVzrOsYO87/iFcaf4cv4mNR6iI+s+xZ3lH8jitmXyKxCIc6DrKrZRe7m3fRE+wh1ZrM5rQlfD5zA2vNyTiH+9De3A3H/is+3c5Yr6QN903Yn8/m4VBKGvucDg6YdeocYTQ0FtkLeDh5AWszlrMsezW2pDxwpYHJQgyIXeOfe0T3cLdR0jweQJ3rPUcoFsJqslKRVsGdhXcZWaj0qrmpDDgNSik6hjs4PXyaiwO1Rn+oggP8ovEX0AQmZSI1mkp6JJ3qaDVp0TS8US9mjHVpPgY5Fv/vSqLRqPQuugXNRqbq4sWL2O12yspk6p8QQoirk6BKTJsWCWC6eARzQ7xKX9c5APTMSmKLHjIax8aimDpPYT71n1j2/CUAyp2Fnr8GfdOX0PNWo7Iq0AZbjIxT51ksp39hrH8abDHub7IYVfcyK9DL7p566p5SRlGE5kNoAw1ofQ2J4hBafwP4Wkd7EmlmSCkwKunlLEVf9FC8ql6JMW5n2rSmBdb217Kj/nleaHiBjqF28tx5vHfB+7iv+D5KU+YZd4oGYbBlXLGGgL+F1/vOsWuogb3RPvzoFMQUDwQCbPcHWB5qxMzp0bG60lHuTHBloJLzUDlV4M5CuTOIOFI5pfs44K/nQN8ZzvSeI6Zi5LvTWZtTzSdzqlmdvQav3Tvjv3lUj1DTXxOfyneKU90naQkYf6dsVzZL06v4dNV2qjKqWJi6CNvVsoNzwB/xU9tfG/+poXaghtr+WvwRo3+Ux+qh3FvO6uzVpMfSKbQVkWPNwaLNzsdfXl7ehPVw4ubSZhhU6bpO3aVLVC5ejMUi/0wKIYS4OvnXQkxNj6K1HsVUtxtL3W5yWg+j6VFjul1hNdHSLRCLYOo8axSViAwZmaqcpcTm343KX42enI9puM8oPtF+Csupn8Wr7hm121RyvlGsYvG741P3FqPSy0an7oUDaP2NmDrPoL35PPQ3jA+gIkOJ4SpnenxKXrHR1DclnmlKLYakvOvuSdQRaOPF2l+xo/FFavyNpJid3O2ZxwPpFSyPKrQLB9GOPw+BTiObFPIB0GU2sdPl4lWXkwNOB1FNo0JZ+Kg5g23uYuZ7ilHuTPzKQTSrlJgny5h25/SO66OllKJ+sC5eXGI/RzqPMBQdItmWzOrsNfzBvHdSnV1NQVLh9f2dx+gN9ibWQp3qPsmZ3rOEYkGsJiuLUhexpWArVRlVLM2oItuVPePnuxZRPUqTr5Ga/hpq+muoHTCCqJGphmbNQklyCWXeMjbkbiTbnMOKguXkuHMlm/Q2M9Kn6nobALe0tDA0NMSyqmWzOSwhhBBvYRJUiVFKGQHP2HVRYT/KnoyetYRgyV1YtRjm7jcxn33OeIgnx8hC3fFZlMMLehRTTw2m9hNop/4jEWBMmLo3UnXP5jEySvHpeaazvzKCppGpeoHO0eFZHKiUQpS3GFW8Ed07GjSplKKp+1FNJjJklPsOdBmV7caWAx/qxh/o5HfhDn6rBThsNWFVsHVoiGcDQ2wcGsZiupQo4IAr08h45a+mwWbl1XAPOwN1nAo0YtZMrMhYweeK7mRL/mZy3aOltnWMk75gXx/Oy6r/dQ93c6jjYKLxbudwJ1aTlWUZy3ii8kmqc9axKHXRdZVRHxHVo9QmslAnOdlziha/Uegj05lJVcYyPlX1aaoylrIwddENa1irlKIn2GNknfprEwFU3cAlwno4Mb5ybzl3Fd5Nubeccm85xckliUyZruv09fWR6kqVgOptaKZ/85oLNWRn55CTm3v1OwshhBBIUCX87fE1UfF+Ub62ROU8PXsJWtCH1luLuekNHCYrKnspemE1quweI5M10GRU73vz18DI1L0F8ap796AyF6EnF6DFwkZmqb/ByDpdGMk6NY8WnECDpBwjaEorQ5+3Pb7OqRjlLQJP9rgMzjh6FPyd43ojJdYiBcaUAx+5PTKxHHjYmcpryan81mFhtylExK5YY8/jf6QuYXtWNZ7kAnBloLszCduTQdPQlc7Z3rPsbt7JruZd1HXWYTc7WJ97B3+89ONszNs4rWl4w9FhjncfT/SLqh0wysiXe8u5p/gdVOdUszxzBU6L8yp7mlpfsI9TPfEAqvsUZ3pOE4wFsZgsLExdxOa8TYmKfNmunBsSjASjw1waqKOm/0Ii81TTX0N/qB8Ah9lBmbeMirQKHpr3TspSyijzls3K1EYhJuPz+Whpaea++++/2UMRQghxG5Gg6u0m5BvtF1W3G1P3ecDIOCmbB1wZxhS27vPGtpFqd7EIqr8ZS8dJTG1HjcckF6BnVRCrfNTI2lhdoEeM9VL9DZjO/QptX0Oi0ATEM1YjgdKC+xKX8RYZBSEs8dLFSkHYn8gcmVqPGb2RxvZJGlv1brgXjfHrJ5TFkSj3rdwZqIyF6O6N8XLgGSh3JrozjROhLp5vf4PfNb/CYHiQBd75fKrkPt5RfC9ZrqzR/cV/R2IRjrTvZ1fzLna37KJruIsUm5fN+Zv5zLLfpzpnLY6rBD8xPca53rPsb9/PG82vc3bgLFE9SrYrm7XZ1TxR+SRrsteS7ky/rj9zVI9yceDiaEGJ7pM0+ZsAyHBmsDS9ik8u/T2WZlSxKHURDsvclozWlU6rvyWRdaqJZ6GafI0oFBoahUmFlHnLeV/5Y4nsU54nX8qVi+t25syZa14T1dTYiN3hoLJy8RyNSgghxFuRBFVvdbGIsS6qfjemuj1oI+uibB6wOFCaBU1FYagHLHaUJwvl8KL529D87Wj+dmP6X1oZEW8pWsFqMFnQosNovlZMHWeg9neJgEaZLDAyRS93BXrluxKZJpWUB3rMyBYlMkddaA170c7Fp96NKe6gxULjXorSTOBMj0+5yzDGmrXYCJJGijqM9ExyZ4DVPWXxiUsDl4yCE6d20BZoI8eVw6Pz3829JfdR5i2bcP9AJMC+tjfY1byLva2v4Y/4yXPncVfR3Wwr2EZVxjIspqn/d1JK0exvSjTdPdxxCF/Eh9viZmlqFZ9b/nnW5d5BcVLxdWWI+kN9nOo+lQigzvSeYTg6jFmzsDB1ARvyNsazUEvJcc3tGqOB0EAicLoYzzxdHLjIcHQYgBSbl3JvGRty11NW8Thl3nLmpcybURZOiLFycnLJyMigoaHhuh6/ZvUarFYppS+EEGL6JKh6q1EKrfuCMZXv0quYGl5Hiw6jTFYwmRMFIlCgTGY0m8soZa5HYLAFPLkoVyoqsxI9FkELDqD5WjG3HWXklFe5MhPrmPTcFeBIRdlcRnEJPYY23JsIjEw9F0an4wUHJg7X5hmfTcqpQndljskmZRhV71wZ4EyFGawh6hrq4sXGF9lR/zxv9p0nyZrEXUV3cV/J/SzPXDEhI9Iz3MOelt3satnFwfYDRPQIC7wL+eDCD7G1YBvl3vIrBif9oT4Oth/kYMdBDrTvpy3QhlmzsDRjCR9c9CHWZldTkVqBb8BH6mVrqq4kpse4NHCRkz0nE4FUo884eUx3pLM0o4qPL/4EVRlVVKRVzlkWKhKLUD9YNybzZGSfOoeNdXBWk5XS5HmUe8u5s/Auyr3llHnLSHdkyDonMaeSk5P5+CeevtnDEEII8TYiQdVbga/NWBd1YQemhtfQggPG+iRAi0+uQjNDdEzmR9OMe1idKF1Hi/iNgGuwCYa6UJ5sNGeakWHKWIBCIxIOYtOiRqA10IzWdnw0SItTJku8HHiWkTlKKUTlrkgETmOn3uFKB6trTg+NP+JnV9NOnq9/nsOdhzBrZjbmbeLjiz/OhryNE0qAN/oa2RVfH3Wq+ySaprEicyW/v/yzbMnfSp4nb4pnglAsxPGu0XVRb/a9iUIxL3keW/K3Up1TzcqsVeOaAU+nOtlAaIBTPadGK/L1nCEQDWDWzCxIXcC6nHU8veRplmZUkefOm/WARSlF53DnuMCppr+G+sF6Ysr4++e6cylLKeOB0gcpi0/dK0oqxCKNc4UQQgjxNiBB1e0o5MNUtwvT2ecwNb5hZIXGUDA6HQ+Tkd2JhcZsG72jMlvAkWI0tw37jWl90aDR56nfyH4oRwrKlYHJ5oWUXFR6Obpr7JS7eAU8d4axr5u8BiaqR9jXto/n659nT8tuQrEQK7NW8fU1f8j2wjtJtiUn7quU4lzvOXa1GIHUpYGL2M121uXcwf+o/iab8jfhtadO+jy60rnQ92ZiSt+J7uOEYiHSHRmszVnL+xd8gLU51ePWZV1NTI9RN3hptCJf9ykafPUApNpTWZpRxZOLP0ZVxlIq0yqvunbrWgUigUSzXGP6nvHbFzGqOLotbsq85SzPXM57y99LmbecspT5eGzXUHlRCCGEEOItRoKq20E0jHbh11iO/xit/bgR/Fx2FyOQMmjEK+lhAmJol2dDTFZwJI/JGGWguzPi2aTM0TVLI9kks220RPU1TFO7kZRSnOw+yQsNz/NSw8sMhPuZn1LGJ5Z8knuL30GOe7Q0clSPcKTzKLuad7KnZTcdQx2k2FLYlL+ZT1d9muqcdVOu72kLtCb6RR1sP8RAuB+H2cHKrFV8uuoZqnPWMT9l/rSzRYPhQQ51H6K+pY5TPac43XOaQMSPWTNT5i1nbc4aPrb4Y1RlVJHvKZi1LFRMj9Hkbxpftry/JtHY16yZKU4qZr63jHW5d1DmLaPcWz7n67GEEEIIIW5HElTdBmz/swwb0SlvVwBmJ7or1QiMkvMgKd9Yo+SKB0uJ6XeZRm+ot8iJcf1gPS/U72BHww5a/M1kObN457x3cn/J/ZSnLkjcbygyxL72fexqepW9rXvxRXzkuHLYXrCdLQXbWJ65fNJCE76wj8MdhxKBVJO/CZNmojKtkveUv4e1OdVUpVdhnUZjYV3p1A3WjavIVzdYB4DX7mVpRhVPVDzB0owqFqcvnrXCDb3B3jFT94zqe5cGLhGKFwJJd2RQ7i1jW+H2xNS9kuSSG9aXSgghhBDididB1e1AM6HbklHeUlRuFSqrApVaBknZKFcmuNLgCpXn3mp6hnt4KV5w4mzvWdxWD3cV3sUfrf0jVmSuTDTE7Q32sqdlD7ubd3Kg/QBhPUy5t5z3L3w/W/K3sTB14YSsSyQW4WTPycS6qLO9Z9GVTlFSEdU56/j9nM+yKnv1uCmEU/GFfZzuGa3Id7rnNP6IH5NmoiyljFVZq3m84gmKrMUszluM2Xz9RTjAWNNVN3ApUa58JJDqDfUCYDc7mJ8yj3LvAu4veSDe86mcVMfk0xuFEEIIIcT0vH3OxG9j4S/Wg8121fu9lQ1FhtjVvJMd9c9zoOMAJs3ExrxNfLTiCTblb0pkVZp9Texq3sWulp2c6DqBpmksz1jOM8s+w5aCrRR4CsbtVynFxYHaxLqoo51HCMaCpNi8rM1ZyyPz30V1TjW57qkLVICRhWoYrDcCqJ5TnOw6Qd1gHQpFii2FpRlL+UjFR6lKr6IyfXGiWMXItMprmVKnK522QFsieDKyTzU0+hrRlTHVs8BTQLm3nHeXv5sy7wLKUsoo8BQkAk4hhBBCCDF7JKgSt6yoHuVA+wF21D/PruadBGNBVmSu4Curv8pdhXeTYk9BKcWbfefZ1byLnc07uThQi91spzpnHX9U/T/YlLd5Qiamc6iTgyProjoO0hPswWaysTxzBZ9Y8jTVOetYkLrgik1n/RE/p7tPc6rnZLwq3yl8ER8mzcT8lPksz1rBRyseZ2lGFUVJRde9DskX9lEb7/VUO2AEUBf7LxKIBgBIsaUw31tGdc46PrTww5R7y5mXMh/XHFdVFEIIIYQQoySoErcUpRRnek6zo2EHLzW8SF+oj9LkUj62+OO8o/he8jx5RPUIxzqPsatlF7uad9Ex1E6yLZmNeZv45NJPckfu+nHrkQKRAEc6D3Ow3egXVTdYh4bGwtSFPFj6EGtzqlmWsWzKfk5KKRp89eMq8l0auIhCkWxLZkn6Uj606MNUZVSxOH3JuJLp0xXVozQONiYyTzUDRhaqY6gdAIvJQmlyKWXecrbkb433fCon05kphSOEEEIIIW4yCarELaHJ18iO+h3sqH+eJn8TGc4MHih9kHuL72Nh6kKCsSD72t7gh6f+gb2trzEYHiTblcPWgq1szd/KiqwViZ5IUT3Cia4T8UzUAU51nyamouS6c6nOWcfTSz/Jmuw1U5ZKD0QCnOk5zcnuU5zsPsHpnlMMhgfR0JiXMp+qjKV8aNGHqMqooiip+IoZrcsppega7hrNPvXXcL7nTZqGGonGe35lu3Io85ZxX/F9lHmNdU8lycXS80kIIYQQ4hYlQZW4afqCfYmCE6d7TuO2uNleuJ2vrvk6q7NWMxge5LXWPfyv0//Igfb9hGIhylLKeF/5Y2wt2MrC1EVompbIJI2sizrScZhANECSNYnV2Wv48qo/oDpnLQWewglZHaUUjb5GIwMVn8p3ceAiutJJsiaxNGMpH1j4QZamV7EkffE19WMajg5zsb+W2oHaceufBsIDALgsLuanlFHhreA9C97DgtQFzPeWTasIhhBCCCGEuHVIUCVuqOHoMLubd7Oj4Xn2t+0DNNbnredb67/N5vzN9AR72dW8kx+d/ieOdx9HKcWyzGV8aumn2VKwhcKkIsCoAPhiwwuJdVEdQx1YTBaWZSzno5WPU52zjorUigmFGYYiQ0YWKrEW6jQD4X4A5iXPY2lGFY8t+ADLMqooTi6ZVhYqpsdoCbSMK1te019Di78FhcKkmShKKqIspZwPLPxQoudTrjsXFLd0/y8hhBBCCHF1ElSJORfVoxzqOMiO+h3sbH6V4egwVRnL+NKqL3NX4V10Dnexq/lV/vns/6GmvwabyUZ1TjVfX/MNNudvJs2RRjA6zNHOo/xX7X9xoH0/Nf01AJSllHFX4d2szalmZdbKcWuplFI0+Rrja6GMqXy1A7XoSsdj9bAkfQnvW/A+qjKqWJK+lKRpZKH6Q33U9NWMyz5dHLhIKBYEIM2eRpm3nM35W+LrnsooTZ435XqtkWp9QgghhBDi9iVBlZgTSinO9Z5jR/1veanxJXqCPRQnlfB4xZPcXXQ3XcNd7G7eyUdf+ghtgTY8Vg+b8jbx8SVPc0fOHdjNds73nedXF5/jYPsBTnSfIKJHyHRmUp2zjo9WPM6a7LVkODMSzzkcHeZwx+FxU/n6Q/0AlCaXsjSjivcteIylGVWUJpdeMQsVjoWpG6yjpr+Gi/HMU01/LT3BbgDsZjulyaWUe8t5R/E7KPOWU5ZSRrozfU6PqxBCCCGEuPVIUCVmVbO/mRfqd7CjfgcNvnrSHencU/wO7izYTl+on90tu3nq5ScYCA+Q5cxiS8FWthZsY1XWStoD7RzoOMAfH/gmhzsOMRgexGVxsSp7NZ9d8Xmqs9dSklyaWEfV4m/m+brfcqrHqMhX219DTMVwW9wsTl/Ce8rea2ShMpZOuU5JKUX7UNu4hrkX+2tp8DUQUzEA8t35lHnLeWT+I4nsU4GnEMvbqOGyEEIIIYSYmpwVihnrD/XxcuPL7KjfwcnuEzgtTrYVbOf3qj7FUCTAnpY9PLPrM4RiQealzOfd5e9ha/42ct25HOk8zO8aX+JbB/+clkALZs3MkvSlPLbg/VTnrGNJ+mIsJivB6DBne8+y+9xuTnaf5HT3KXpDvQAUJ5VQlbGUd5e9m6qMKkqT503a5NYf9lE7cDG+7qk20fspEPEDkGRNosxbxqrs1Ty28P2Ue8uZn1J2XSXShRBCCCHE24cEVeK6BKNB9rTsZkfDDt5ofQNQrMu9gy+u+BIRPczrbW/wh298DaUUSzOq+OTST7I+dwO9wR4Oth/k24f/gvO951EoSpJL2Ji/ibXZ1azKXoXb4qY10Mqp7pO81PAip3pOcqGvhpiK4rK4WJK+hHeVPcrSjCqWpC/Ba/eOG1tUj3Jp4NKEprltgTYAzJqFkuQSyrxlbMrflJi6l+3Klp5PQgghhBDimklQJaYtpmIcbD/Ai40v8GrTqwSiAZakL+HDiz6MrnQOtB/gb4/9DVaTlbU51Xx19dfI9xTwZt95DrQf4B9P/ZBQLESaPY21OdW8r/wx1uZUk2JL4VzvWU52n+TXdf+PU90n6Qn2AFCUVMTS9CoenvcuqjKqmJ8yP5GFUkrRE+xhf9u+cdP36gfrCOthALKcWZR5y7i76B7KUoyqeyXJpVjN0vNJCCGEEELMjtsmqGpvb+eHP/whu3fvxmq1UldXx/Lly/nud79LTk5O4n7RaJSvf/3r7Nq1i1AoRFFRET/4wQ8oLCy8iaO/fSmleLPvTZ6v+y0vNOygN9RLgaeQ7YXbUcCxzqP8y7n/izteaOLRsnehK8XxruP8w8kf0Bfqw252sCprJZ+qeoa12WvxWN2c6jnNqe6T/LzmZ7zZd4GYiuK0OFmctph3znuYqowqlmYsTTToDUaHuThwid/U/dqYvhevvjdSiMJhdlDmLaMyvZJ3zn+YspQyyrxlE7JYQgghhBBCzLbbJqj66U9/yve//30OHTpESUkJTU1NLFu2jGeffZaf//znift95Stf4dixY+zbtw9N03j44Yd55zvfyZEjR6QP0DVo9bfyQsMOXqjfwaXBS3jtXhYkLcSWbuVU9yl+XfdrMp2ZrM9dz/2uB+gN9nCo4zAvNOzApJmoSKvkkfnvYmXWKiwmC+d7z3Gi6zj/dv5f6R42KugVegpZmlHFO+c9zNJ4FsqkmWj1Gz2ffl7z80TvpyZfEwqFhkZhUiFl3nIeW/D+RPYpz5M/rZ5SQgghhBBCzLbbJqi65557WL16NSUlJQAUFhayefNmjhw5krjPwMAA3/ve9/jpT3+K2WxMEfv85z/PnXfeye7du9m2bdvNGPptYyA0wO+aXuaF+h0c6zqG3WxngXchVelVvNn3Jge7D1CSVML63PVYTTYuDVzk13W/Rlc6BZ4CqnOq+dDCD2ExWajtr+Fgx0F+fP5fiepRHGYHlemLebDkIZbGs1AmzURtfy21A7X8vOZn1PbXcHHgIsPRYQC8di/l3nI25G6grKKcMm8581Pm4RjTi0oIIYQQQoib7bYJqiorKydsGxgYoLy8PHF9z549hMNhli1blti2evVqAN544w0JqiYRioV4reU1XmjYwd7W19B1naLkYkqTS2kYbOBUz0nKveWsyV7LwPAAtf4a6hvqSbF5WZ29ilXZqzFpZhp89exp2cN/1f4XAPmeAqrSl/JAyQNUplVi0SxcGrxE7UAt/1X7c/7q8LfpHO4EwGqyUpo8j3JvOXcW3hUvW15OuiNdCkcIIYQQQohb3m0TVF3u6NGj7N27l507dya21dbWAuD1ehPbkpOT8Xg8tLS0TLqfUChEKBRKXB8cHARA13V0XZ+DkU/P2Oee7bHoSudo51F2NDzPzuZX8Uf8ZDozSbOn0TncSbOviZLkEirSKmkLtFLTX0PDYAPlyeVszt0Mmkazv5k9LXuI6BHsZjuVaYu5r/g+CpOKsJvsdAx3UNNfw3/V/oK/HaxP9HzKdeUy31vG/SUPJEqWFyUVTdrzSSmFUmrWXvetSNd1lFI39b32ViTHde7IsZ0bclznhhzXuSPHdm7IcZ2bc+CZHNfpPuaWCKrOnz8/5W3z58/Hah1fqW1wcJAPf/jD/PVf/zUbN25MbPf7jX5DDodj3P2dTifhcHjS/X/729/mT/7kTyZs7+/vJxaLTfs1zLZIJDJuLJcfg+txyXeJV9teYWfbq3SHunFZXJgw1iENhgbJcGSSYc+kO9RF7UAtBa4CCl2F5DnzaRtq5Uz/Gc70nyHbkcOClAU8WPBO7CYrvqifBn8Dv6z9Jf6o8TdwWVyUekqpSKrkvrwHmOcppcRTOrHnkw6+Ad+MX9vtSikdn88PKDRZEzZr5LjOHTm2c0OO69yQ4zp35NjODTmuc3MOPJPj6vNN7zz1lgiqKioqprytpqaGsrKyxPVwOMyjjz7KI488wuc+97lx97XZbICRfXK5XInt0WgUt3vyBq5f+9rX+MIXvpC4Pjg4SGFhIV6vl+Tk5Ot5ObNibBDo9XoTr+1adQy180LDC+yo38GlwYvYTDbAmFKnlMJutTMUHSKkhwhE/aQ70nFanbQH2mgeaqYz2MW8lFIq0ytRMYhqERr9TbzWsQcAs2amKKmYspT5bCrcFK+6V06OK0em7k2D8e2HhtfrlUIqs0iO69yRYzs35LjODTmuc0eO7dyQ4zp758BjzeS4jtRpuJpbIqi6lileTz31FCUlJXzrW9+acFtBQQEAHR0dpKYapbgjkQgDAwPMnz9/0v3Z7XbsdvuE7SaT6aa+mcc+97WOxRf28UrT7/j1pf/Hye6TaGgjcRQmzZSYihdTMcyaGY/Vw2BkkP5wP5pmItOZyYLUBfgjftoCbZzvO895zpNmS6M8bQF3Fm5nvrc83vOpBLt54vET06dp2k1/v70VyXGdO3Js54Yc17khx3XuyLGdG2/34zqTc+Arud7jOt373xJB1XT93d/9Ha2trbz00kuJbS+++CLbtm3DZrNRXV0NwJEjR1i0aBEAJ06cQNd1tm/fflPGfKOEY2Feb93Lcxd/yYH2A4nACcCEEUhpaJg1MxHdSKtG9Si60nFZXehKxx/10xfqZSg6xPyU+SzLXM57yt9LWUoZ85LnwzCkpqa+bf8nF0IIIYQQYjK3TVDV1NTEN77xDb7zne/wm9/8BoDe3l4+//nP09DQgM1mo6ysjPvvv5/vfve7vOc978Fut/P3f//3PPTQQyxZsuQmv4LZpyudY53H+FnNT3mt5TXC+sR1YyZMxDACLKvJhkKhK2PBnY6Ow+KIV9sro8y7gHJvOfnufMym8alOXdfpG+6b+xclhBBCCCHEbea2Caq+/e1vMzQ0xGc+85kr3u9f//VfeeaZZ1i+fDkpKSksWrSIH//4xzdolDdGTd8F/uXcv7CreSfBWHDK+2lo6BgBVJI1ifJUI2gq95Yb2aeU+bisrikfL4QQQgghhLi62yao+sEPfsAPfvCDq94vPT2dn/70pzdgRDdWs6+J7x7///Fa6+QZqREaGvmefCrTF7PQuzDR8ynTmSmFI4QQQgghhJgDt01Q9Xa2+ecbiZqiE7bbTDZKkktYlrGMZZnLKfOWU5JcjMU089KTQgghhBBCiOmRoOo2oFBoaGQ5s9iUt4nthXeyKL2CZNvNK/kuhBBCCCGEMEhQdYuyWq2k3ZuO2WTm9SX7sJjlTyWEEEIIIcStSM7Ub1GapvH0ik/e7GEIIYQQQgghrkIaDgkhhBBCCCHEDEhQJYQQQgghhBAzIEGVEEIIIYQQQsyABFVCCCGEEEIIMQMSVAkhhBBCCCHEDEhQJYQQQgghhBAzIEGVEEIIIYQQQsyABFVCCCGEEEIIMQMSVAkhhBBCCCHEDEhQJYQQQgghhBAzIEGVEEIIIYQQQsyABFVCCCGEEEIIMQMSVAkhhBBCCCHEDEhQJYQQQgghhBAzIEGVEEIIIYQQQsyABFVCCCGEEEIIMQMSVAkhhBBCCCHEDFhu9gCEEEIIIYQQAsBqtfKFL34pcfl2IUGVEEIIIYQQ4pagaRo2m+1mD+OayfQ/IYQQQgghhJgBCaqEEEIIIYQQYgYkqBJCCCGEEEKIGZCgSgghhBBCCCFmQIIqIYQQQgghhJgBCaqEEEIIIYQQYgakpPpllFIA+Hy+mzySW4uu6/h8PsxmMyaTxOKzRY7r3JDjOnfk2M4NOa5zQ47r3JFjOzfkuM6NmRzXkZhgJEaYigRVlxk5cPPnld7kkQghhBBCCCFuBT6fj5SUlClv19TVwq63GV3XaW1tJSkpCU3TbvZwbhmDg4MUFhbS1NREcnLyzR7OW4Yc17khx3XuyLGdG3Jc54Yc17kjx3ZuyHGdGzM5rkopfD4feXl5V8xySabqMiaTiYKCgps9jFtWcnKy/E8+B+S4zg05rnNHju3ckOM6N+S4zh05tnNDjuvcuN7jeqUM1QiZrCmEEEIIIYQQMyBBlRBCCCGEEELMgARVYlrsdjvf/OY3sdvtN3sobylyXOeGHNe5I8d2bshxnRtyXOeOHNu5Icd1btyI4yqFKoQQQgghhBBiBiRTJYQQQgghhBAzIEGVEEIIIYQQQsyABFXimgSDQR5++OGbPYy3JaUU73//++nv77/ZQxFiAvlsuD5nz57lc5/73M0exttOT08PH/jAB272MISYETkvuHZz+W+VBFXiijRNG/fjdDppaGgYd59oNMof/MEfsHbtWpYtW8ZDDz1EU1PTTRrxra+9vZ0//uM/Ztu2bdxzzz2Ul5fz3ve+l/b29nH327p167hjbzKZ+M///M+bNOrbx8GDB9m8eTObNm2isrKSf/iHf7jZQ7rtnDhxgk9/+tNs27aNbdu2UVpayh/8wR8Qi8US95nOZ4MYb9euXROO2+LFi8fdp729nfe+972sX7+eiooKnn32WUKh0E0a8e3h8s/KsT8XLlygvr5+wvaMjAyGh4dv9tBvSb29vTz77LN85CMfmXDbdN6fPp+PT3ziE6xbt47Fixfz4Q9/mL6+vhs1/FvaVMdWzgtm5krv2Rt5HivNf8VV/e53vyM/Pz9x3eFwjLv9K1/5CseOHWPfvn1omsbDDz/MO9/5To4cOXLFztNvVz/96U/5/ve/z6FDhygpKaGpqYlly5bx7LPP8vOf/3zcfb/1rW/xrne9a9w2aQY4tebmZu6++26ee+45tm/fzv79+9mwYQM5OTkTjqOY2je/+U16enp4+eWXcTgc/Pa3v+XBBx+kuLiYZ555JnG/q302iIny8vJ45ZVXxm1LS0sDQNd1HnroIe677z5+/vOf09vby7JlyzCZTPz93//9zRjubUHTNP71X/+VNWvWJLb96Ec/4sSJEyxYsID6+noAzp07N+5xSUlJN3KYt7xoNMoPf/hDfvCDH3Du3Dkee+yxcbdP9/35xBNP4PF42L9/P8FgkA0bNvDEE0/w3//93zf6Jd0yrnZs5bzg+lztuI64YeexSogrAFRdXd2Ut/f39yubzaZ++ctfJra98sorClCvvvrqDRjh7efMmTPqtddeG7ft4YcfVqWlpeO2bdmyRf3zP//zDRzZ7e8rX/mKqqqqGrdt06ZNavPmzTdpRLenV155RdXU1Izb5vV61ZNPPpm4frXPBjHRzp07VXFx8ZS379ixQ2mapnp6ehLb/uiP/kg5HA4VCARuwAhvTzt37hx3PRqNqpKSEvXb3/5WKaVUXV2dktOdq3vuuefUz372M6WUUnl5eeqxxx4bd/t03p/nzp1TgDp69GjiPj/60Y8UoC5evHgDXsWt6WrHVs4Lrs/VjqtSN/Y8VjJVYkb27NlDOBxm2bJliW2rV68G4I033mDbtm03a2i3rMrKygnbBgYGKC8vvwmjeWt5+eWXx70XwXg//uAHP0DXdcmcTtP27dvHXQ8Gg4RCIXmPzrGXX36ZgoKCROYKjPdvMBjk2LFjbNiw4SaO7ta1devWcdd/9rOfYbfbue+++27OgG5TjzzySOKy1WqdcPt03p8vv/wymqaxdOnScfcB2LdvH/PmzZu7F3ALu9qxlfOC63O14zods3keK2cY4oqcTief//znufvuu1m5ciVf+9rXGBoaStxeW1sLgNfrTWxLTk7G4/HQ0tJyo4d7Wzp69Ch79+7lj/7oj8Ztd7lc/OhHP+KBBx5gxYoVfOQjH0lMYxGTq62tHfdeBMjPzycUCtHd3X1zBvUW8MMf/pDk5GQ++clPJrZd7bNBTOR0Ount7eWxxx5j8+bNrF+/nn/6p39K3D7V+xeQz9Nr8Nd//dd89rOfRdM0AGw2GxaLhQ9+8INs376dNWvW8Fd/9Vfj1giKq5vO+7O2thaPx4PFYpnyPuLq5Lxg9tzI81jJVL1NnT9/fsrb5s+fn4j4W1paSE5Oxmw2c+nSJe666y7OnTvHr371KwD8fj8wcX6q0+kkHA7PzeBvYdM9riMGBwf58Ic/zF//9V+zcePGcbf94he/QCmF2+3G7/fz/ve/n02bNnH27FlZCzAFv98/6XsReFu+H2fDiRMn+PM//3N+/etfj/uG+mqfDWKi6upqLl68SGZmJgAvvfQSDz74IIFAgM997nPy/p0Fv/vd76ivr+fxxx9PbMvLy6O9vZ20tDQ0TePYsWNs376dtrY2/uf//J83b7C3mem8P+U9PHNyXjC7buR5rGSq3qYqKiqm/BlbFSU1NRWz2QzAvHnz+PznP89///d/09jYCBjfAAITqv9Eo1HcbvcNejW3jukeVzD+gXn00Ud55JFHJi2p7HK5EsfQ4/Hw7W9/m+bmZjlpvQKbzTbpexF4W74fZ6qxsZFHHnmEf/mXf+GOO+4Yd9vVPhvE5EYCKoB77rmHhx56iO9+97uAvH9nw3e+8x0+8YlP4HK5xm1PT09PZK5WrFjBU089xf/6X/9LTvSvwXTen/Ienhk5L5h9N/I8VoKqtyml1JQ/ZWVlUz6uuLgYgNbWVgAKCgoA6OjoSNwnEokwMDDA/Pnz5/AV3Jqu5bg+9dRTlJSU8K1vfWta+x459jKFYmoFBQXj3osAXV1dpKamkpqaepNGdXsaGBjg/vvv50//9E954IEHrnr/yz8bxPQUFxcn/p+e6v0LvC0/T6/V8ePH2bVrF5/5zGeuet/i4mKGh4fp7e29ASN7a5jO+7OgoIDBwcFx5erlPTx9cl4w9+byPFaCKjGl/fv3Tyj929LSgqZpFBUVAcZ0FoAjR44k7nPixAl0XZ+w2F2M+ru/+ztaW1v54Q9/mNj24osvJr41bW5u5l/+5V/GPWbkQ7OkpOSGjfN2s27dunHvRSAx1Udcm49+9KM8+uij4/p+/PrXvwam99kgJvrFL37Bm2++OW5bS0tL4v/pdevW0dHRMe4E6dixY2RlZbFkyZIbOdTb0ne+8x0effRRCgsLx21/6aWXOHTo0LhtLS0tuN1uMjIybuQQb2vTeX+uW7cOMNYEjb2P1Wpl06ZNN3bAtxk5L5h9N/w89ppqBYq3lW9+85sqJydHtba2KqWU6u3tVUuWLFHvec97xt3v/vvvV9XV1SoYDCqllPrwhz+sHnrooRs+3ttFY2Ojcrlc6nvf+5567rnn1HPPPad+9KMfqeTkZNXX16eUMkoEA+qVV15RSikVi8XURz/6UVVSUqL8fv9NHP2tbd++fcpkMqnnnntOKWWUqXW5XOrAgQM3d2C3mZ///OcqMzNT/eIXv0i8R//4j/9YLVu2TCk1/c8GMd6WLVvUXXfdpcLhsFJKqZMnTyqHw6G+973vKaWUGhwcVNnZ2eqzn/2sUkopv9+vFi5cqP72b//2Zg35tlFfX68sFovat2/fhNsef/xxtXjxYjU4OKiUUqqpqUnl5OSoL33pSzd6mLcFn8+nkpKS1Pr165Wu64nt03l/xmIxtWTJEvWud71L6bquotGo2rJli3r22Wdv9Mu4JU11bOW8YGamOq43+jxWgioxpddff109/PDDasGCBWrjxo2qqqpKffnLX57QL6W7u1s99thjatGiRaq6ulo9/vjjqr+//yaN+tb3qU99SgGT/ox8eLa0tKiPfexjqry8XG3YsEEtX75cPfbYY6q+vv7mDv428NOf/lRVVFSoDRs2qLVr16pf/epXN3tIt52KiopJ358jQdV0PxvEeP/yL/+iNm3apJYsWaLWr1+vVq9erX74wx+Ou8+xY8fU+vXr1cqVK9Xq1avVn/3Zn407SRCT++pXv6qqq6snve03v/mNuueee9SiRYsSn6ff+ta3VCQSucGjvLU1NzerDRs2qIyMjMT/8wUFBeqd73xn4j7TeX/W1dWpe++9Vy1dulStWbNGfe5zn1OhUOhGv5xbytWOrZwXXJ+rHdcbfR6rKaXUteW2hBBCCCGEEEKMkDVVQgghhBBCCDEDElQJIYQQQgghxAxIUCWEEEIIIYQQMyBBlRBCCCGEEELMgARVQgghhBBCCDEDElQJIYQQQgghxAxIUCWEEEIIIYQQMyBBlRBCCCGEEELMgARVQgghhBBCCDEDElQJIYR423jiiSfwer1s3bqVBx988IY//4MPPsjWrVvxer088cQTN/z5hRBCzA3LzR6AEEIIca3q6+spLS0lJSWFqqoqTCbjO8JTp07R39/P2bNnWbhw4aSPXb58Obt27bqBox31m9/8BoCtW7felOcXQggxNySoEkIIcVvSNI3du3ezbNkyAJqbm1m4cCGPP/74lAGVEEIIMRdk+p8QQojbjsPh4KmnnkoEVABf/epX0TSNv/iLv7iJIxNCCPF2JEGVEEKI205OTg7/+3//78T1AwcO8JOf/ISvfvWr5ObmTns/Q0NDPPTQQ2iaxm9/+1v+8A//kOrqakpKSnjppZd4+eWXefLJJykuLua9730v0WgUgLNnz7J06VIsFgvnzp3jmWeeYf78+axZs4aGhgb+8R//kfe85z3k5OTwl3/5l7P++oUQQtxaJKgSQghx2/v85z9PYWEhX/ziF6/pcS6Xi7/7u78D4Hvf+x5f//rX2b9/P3l5eXzgAx/gwoUL/PM//zMvvPACv/jFL/jlL38JQGVlJZ/97GeJxWL85Cc/4fvf/z6HDh3i7NmzbN68meXLl/OLX/yCb37zm3zjG9+gra1t1l+zEEKIW4cEVUIIIW5r//Ef/8G+ffv4y7/8S5xO5zU/3mIxlhc//fTTuN1uNE3jjjvuAOCZZ54BoKKigtTUVC5cuDDhcV/4whcASEtLY9GiRaxevZrq6moANmzYQCwW4+LFi9f/AoUQQtzyJKgSQghx2xoeHuarX/0q69at4/3vf/+M9pWUlJS47PF4xl0fuX1k+t90HzdyebLHCSGEeOuQ6n9CCCFuW3/zN39DU1MT//mf/4mmabO238n2NZ39X36f2RyTEEKIW5dkqoQQQtyWWltb+au/+is+8IEPsG7dusT2p59+mj179tzEkQkhhHi7kaBKCCHEbelrX/sauq6Pq67X39/PL3/5S3Rdn/Z+QqEQAOFwOLFtaGho3PWRbZFI5JoeNzQ0BDDucUIIId56JKgSQghx2zl//jw//vGPcTgcfOQjH2Hr1q1s3bqViooKenp6rmlfX/nKVwD4sz/7M7q6ujhx4gT//u//TltbG9/5zncA+Ku/+iu6urr48Y9/zJEjR2hubua73/0uAM8++yxgFMw4duwYzz//PC+99BJKKb785S8D8Kd/+qf09fXN1ssXQghxi9GUUupmD0IIIYS4EZ544gnq6+vZtWvXTR3H1q1bKSkp4f/+3/97U8chhBBidkimSgghhBBCCCFmQIIqIYQQQgghhJgBKakuhBDibeX48eNs3boVj8fDb37zmxv63A8++CB+v5/jx49TUlJyQ59bCCHE3JE1VUIIIYQQQggxAzL9TwghhBBCCCFmQIIqIYQQQgghhJgBCaqEEEIIIYQQYgYkqBJCCCGEEEKIGZCgSgghhBBCCCFmQIIqIYQQQgghhJgBCaqEEEIIIYQQYgYkqBJCCCGEEEKIGZCgSgghhBBCCCFm4P8PQjfvEaed7mgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lens.draw(num_rays=5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
